{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8e6c2c0f-a40e-4939-9fa6-4cd51eb079a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.9/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.24.1\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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sdzKZzJMm251MJvOwPK47mL8O+JSqfmaTkPwvMHpEM5lM5nGQbU4mk3nSZLuTyWSeNNnuZDKZJ022O5lM5qF4XBPML3BxhciXN9symUzmcZBtTiaTedJku5PJZJ402e5kMpknTbY7mUzmoXCPqV65YtuFXBwi8huA3wBgi/pr925+aHffY2j+XdT2aKvjUffvnmrfbtYTuXTM7msB2aRRURRBUOS+xwjK9v/zztzn66CKAgZFNJJSBN3UbQxgIfWkFJGkSDWBFEEj6mqIiZQSxDXiKkQhAYIQ+zVKpChLwEEKpOQREWIC4xzGODR6EIuYkhS78eysg6QgBrEFMXqMgIpBMCAW1Z5+dYJo2Jzd5rxVMUY2L4WUEqoKIhgRdHPesPmey/jGxRgBxVoLgBEhJUU1oSIYsWhKGAOFCEkhwPjebL6gIpt2EZImUlKSKsYK1ghoIm32q0LShMh5n2Xz6ValwxgIIdJ7Hd9jQMSM9TGeghhhfGMUTbrpx3h+xhrY1J2SMnThjqreehvfyrfLW9qc8RzO7Q7wtY+xP5lM5gvPU2d3st55xNVmvZP1TtY7kO3O5RofdYUXq812J9udbHcgj7Mymfc7V9qdxzXB/DLwoZ3XH2RcLOAMVf1WxkXduP78l+s3/MY/trkQjPtHI7zFbLZcfRnVSxvuFU5yYd9la3hP6XuOv/8RV4mi7cVkt/yDxNzlfbvneKVskPFiIyJnF93N9exKzSM7IuZygbSpTjaNbesRkc1xCRM9qsqgicqWDOIQEYwqahRUUAxWA5ZAUkPEIqKbJs3Y323zmhANGAJt21IVibC4gwkL2h60KGmmU5yZ0LUn9FFwqzfQZoITwXeJ6gM/DoicHL4My9eoZ88jqcdMD9DBsPz895LkkKqc4apraDrCn/YgCW0OmF3/sfTtMX64TVE8Q1HfoF2+iPZ3mO19lGSVVdty7cNfx+nh5ym1R0KBypJoHBHDJ77/r6Enn+PGwR5ODJoSrrAYaxEFjZHOD6zWLSkpe3v7GKMsFsdMJg1FWRGTgigh9iT1zKcVZemIPqEBwpBYx8B0MiVpYOh6bhYT5rXhsF9ye90RVVF0LBOUYfCs2pZ11+P7jtms5tYz17DG0PWBdt1hnUNQko8MwbO3fw3fw5tvvE7dCHVd4YOidYFf9jwzm3B82rEyYEShD9gG6rLCe48mZTaboQiDH4ghElNivj+h7z2f+Jevfu6+P4BHw1vaHLhod0Tkqp9LJpP54uGpsztZ72S9k/VO1jvvkmx3st3Jdifbnafe7uRxVibzRc+VdudxTTB/H/BlIvIx4BXglwG/4n6FRWRH9NyjYi5c/WXn/4tFL8kigXNZcM5lZzAi9wqLnX7dZ88VZe9/7OiJ3rzeeFl30d3yZ17sS+Ln3gbORcqFcwZVvVh+V/BcSopyVmrTrTPnLOfic7w+JOzmXIxh4y0ey6iYTfmIaNjUKhgu9kEkISkSo8cKoAknQt8PkBxWBWMiQ7IMyxYpI72PFK7ETvZYr+6CK3AyRbwn1o6msKzsjJPD25S10kzmFKJIYdifPEdYnWLCijatsM7ihwFra2ISkl/hpMI1U2LsSDFi3YyuP2Ky/wG6kzv0/hgnDe36iMpa1CrD8pRufYplSes7YpphrQFjOD5dcP36dZwzrLoOa4X1ekXTTKmqitVqCQghRvA9Ykv84KnqCucKJpMSTQFxQjcMqKmojMGHQIwtEctxO1C7gWt7U4rZNe4cHZNQklfa9RpEaWpHPSnQocAYoV23qBj8kCAJ+5MZVkaP+nRvjxAtn/vcbUIqWXcJdSXrPlDaAAqTyZx1Lxy3S5xVrAhV1dCGQIpKZQwFcDCfc/v2bRarNa4sSKuW/cmMJ8DbsjmZTCbzCHjbdifrnax3st7Jeuddku3OpWOz3SHbnWx3Hjd5nJXJZB6KxzLBrKpBRP5T4G8DFvgTqvrxtz5Szi7em0vuZvNGwNwjUs5fjd7sTfub4y+InHu83VwQPVuhcZXn/Sqhc3nXZQ/4Vnhs+7Lb5gPZ9Gkb7nPWv91wnx30Ctf75TKyDRm60O3teZ4LmIvnNIYNiUZElWHoEefO+y+AbmsZldVY1mNwmwis889NN+cgGiENxJSw1lFVJS5GwjCQvCFpS10eEPuBvlsyLSuGqITFAjOZ0a1fozE9QaFWCDrBFi19dxffwUQMw3AXH9eI+QClbdE4IMmBOLyuKE1B174BukRbmDxTc3y4oCiEYvoCyQsnR28ioUOHBYQZQ7/ETRucO0DDkv7kRbQ9oiwrvB/FQVmUhJg4XSyZz6ZgLFEHjBOMtQyDxwfPEDy2MGhULOAKwzB0iBpSLGm7DlQIMRFcwCQYOhk1q8DCd3xkv+bl28doLLkxnzHb26PvBhZFwf7eHu3Q0g09fVNRliUqMJ1MMcZhMIjC3Tt3OFydcHe9ZLkY6Fuw1uCcYiVgGWBQCiy+axH1lA40JeJg6BYJNY4YEqEyHC5XHJ0c0xQl86rGIhTGYobw4O/8I+Cd25xMJpN5Z7w7u5P1TtY7We9kvfP2yXbnvL3dvuy2+UCy3cl2J9udt00eZ2UymYflcd3BjKr+DeBvvJ1jzry6IqjuBG+Zc3Whly/SXBZDD9vWrjA5q/4Cl73wWw/3mQjZ+f+8/JmEun+bG8/3PUKMewXO/QTP7v5tNbJVjfdUuqPOLtS1yfW1ddFviqiASQoomgLGCIVzJHQUn6KMLnoDusmtRUJIkCLGWpIomhKIYfTLj5U7UeLQQYqoLTBlQQotGlf0YWC5OmRGBbah79f47gTcPqkPBBLTcoJTxzAs6YsaSsEloSgr0mqFVQVN1JUlEHFG8X5N6Wq8VhTNBGsGuvUJ8/mMdnVM6JaYIgDXkdlzTEw15irr7uJXC6pmRrGMGJ0R+jVt9zqnx2/SLgesc3T9gIhhGJaIMQzBc3q6wIpgHRzsHxAj+OABcM6dfQ5FOYpHDYomiFFBHX6IpGhRC0kjYkra1qMmYSyoswxqKE1gvT5isTyi6wNNVXN49y4qEJOyTpEh9lTOsApHWBHaPrBce4wtMWVJSJGgiaTCMHSkFCkraOqC1Hs+tD/hx3/ogKPlmn/+8hscR0WMpfc9iOCsYJIyqRvaVjk6bUmMd8t8cDKn88MVX8pHzzuxOZlMJvNueKd2J+udrHey3sl6552S7U62O9nuZLvzXrE7mUzm/cVjm2B+u1xIoI9c7YG+QvRcVcfDvt6i3Cs0do/ZipTdvw84kyv37267eK4X27wQ8vUWomenyVEU6ihkzuoVOK/6/K6FSyd+Qfjp2PDmCEWjR6XAWoNBCWJH7zijbDLbZ6qQEnHwo5gxCRGLET3z4QsCKUHySAzEGDBlSYqG4Hs0QV3Oaaoaaa5RNxUnR6cUbkJbeNzqRdpBIFXcOOg5CjPKsqZIc1pdE4bXWRx+msY2kAQVOF4vGbolzbTAx9UoFOMJdVOjWuOKmu7kFXozZXbjy5Bin5B6yulzsHqNSnva7hAx0ExnLJZH9NEABWlIDENHMZuwXq0Bpa5rur4D51BjKcuSbr2mKCqqssBIZFiucHVJiooR8MNAVVWIWIY+4T0YKYkoqQuITSzbI1SVGJS9UjAJihSJDqKFEJVUwnG3Yr3s6FoPxuItWAOT2jGtLPv7UzCJIXlQQ4kgCUwUfOtJ0WCqgpBKuj5SBuVjt67zlbcmhFv7fPaNQ47bAXFC04yCrahKXFXShcRawSdDaSoIiptN6FbtFb+TTCaTeX+S9c695bLeyXon653HS7Y795bLdifbnWx3MplM5tHy1Ewwj8jOY3wtcO6s1q33/cG+9PvtvezNvp93+6oazyKWrhAtDxZC9xdcb7X/vkJtt8+b90Pu41TfVqGb/y4s1LE9l7MCwtlKFZunwzDgzLjYBBrHqyiR8bPZeIVTHKtKSoppXP02gThBkwcEY9zYSAzge5xVQkyQZoiZgblDaSw+zThdD9Q2EWPB5Notitk+zcFNOK154/XP0q+Oaa7fodifUFTXCSFh9Q7OlrRHL1HsPc/QJQ6uTzjShugi6vaIw5uUjH2UqR3fO434fs305ocwRmiqks4XdMOrCIbQtbhpySJYhu4uANPZB+nrNymbfUxcU2zETd93iAiuKOi7jmo2G/tmC0SEpAHvu/E7rDCb7jH4JdYULJctZVGdCaC288SkWIE+BZqqIQyBwkS+/JkJc1Fm1vDKeo2pCtRAJJFEGVTxCCQzeuFVScmy6hNp1ZGI2NKSUsJ3o8d/vexALVVZYUVp24FV66kk8Znbd7g1V2wxpYuGylSICMYKqbQM3kOw+M7jux4jhqI0GGOICoN//KFbmUwm894i652H2Z71TtY7We88SrLdeZjt2e5ku5PtTiaTybwznpoJZrnqyr0VG+dPdv9cYDcEa9dbfLbvkmC50O6l17se7TNP/1lNm2f38Xrfb9vjY1SESTdrQO/eBXBV0fugFwro+RYDKSWsEYwxFyo5W7tYlG18VllUJN1+HkLw/fg+Ojbe94hoQkMghoEi9Vg7Z5CEkx5bzWmHNavVIbac4yMYBeyUUD6HVncp9ITjxRtcnz5HgWMQZdIU9OE5/HpgeXpEaRzBr7n17Ffwymv/gmrvFqeHdyjsMbODm/TJ4LtDhu6Y6BpKiWjvgYA3idlkStdVDCSInrp+hvbu5wh4JtNn8QfPUc/2OX7945TGMxiD9wHvPWVZImWJtQ7VhCbAKL7vcM4CJYVziBhELYrgbElZ1Fhj6PuBlBLrtsPYhLfKgauZSsGz14QPHxiayYSTBfzIm0eUavDJU5QlzrlxdWXRMdeY7xBraX2gmdb0SREjVFWB+sTJqafrOnwIEBOlM2j0+K5FA7Ri+KHXj7kbeqKHNw+XVDgaW1HUNaKGVdeSVCnKir0bBSKQgifFjtRXiH+YwUUmk8ncn6/5mq9hMpnwPd/zPV/orrxrst55p2S9k/XOk9U7Jv5kSrvPXv3P3vN6J9udd0q2O9nuPGm7YyhtyV4eZ2UymSdEYQWDoY/xXdf11Ewwn6G6E7W1kx/sQYfsvth6vM9quFz9w3nCd4XN+Pyi0HmYeh5U7/32X677Ye4E2JVmW1QVg5zl+nqLjjGGX6XRsS4AhmQM1lX40FHaSKIiFuASm5p7VIQqLFAVogaMiXhrsSEhfsAMa0QKjCREHKsApStASqIGGE5IeMQ0BHpMfwdpB3wRSapMpWLoJpiqRBC8FswOfgzd4efR4S5Dv4fpAkMxoys7prGiWJ6iTeLEC83kBQ6MUk8PCMWctn2JKnQYFdphSVXPkGaPFAJSdyTtqaSgpwRTknyHKwuu3fwAh9oyHP4IU2Mxs5u41UtMJxY/9PR+oBsCSTqwhvlkSukq1n2LCnT9QIyesnSUVUFCWXdrDInpZIKWOoqeweMHT+cD/RDw+NHbT4ubFhy1HZ9+3XBtEmgKYeqEofckYwjJ4jVSNiVV2bA4WmNjQXKJYgJVFdCkaHJYOyEOgcoGyqZmjWEYAlIYhkEIWhJiRJJhNXg+vewxxqLJ0BGw+xVlMsReCH0kaEc5r8CY8XungnoIg5JiFj6ZTObd8fGPf/wJTyo8AbLeyXon652nWu+I/iDVwQy+mPROtjvZ7mS785TbnUR1YL647E4mk3mq8VER3v3kMjyFE8xnYuIqUTFen3cLn+Wxuv8xl7KJ7ZR5kHC5WG5s5kH5va46/n45vx7U1v3KPri9K+5KYCOa3qKfu/WbM9F4LvSKqmKInhgGjBUkxc25jcekJKQIxhg09SQ8KQgSDQGLlcTQH1PYOZgxH5grJgTfotGRYqLr71CVE6Kb4c2Ewg7E1RFh8TJtNYHZisnBDVYnRzTWUDPH1c9xcvc1CjfB6R5JSpprH6CezWjjD5LWr4OWtOk1rDPUZcN0/iG67iX60NEdn7J/0OBmB3SxwZ8eciAFdu2RpmHtOxwNGlpcFPz6FZL2NPs/hk4j1w9ucNy/yRrD6cmKMATQxND3dIXFiaEuHFZAMPQ+jO+sKkM/MJvNGPqAq4sx9EkVdQ5rLc45wrolBk/lSgotIEG7CpwOkbtpzbw45YXrc37yV3wJb5wsefH1u/TrnrbrmDYTXFVCoaQQiUFxWtGdBgpXcO3WTRaLJb5tcU4x1mGcISYFY+gOW2JKgGEbKmnteCdA1IQRYQgDJ6c909k+yQMpEfowhmuFiKTEvC75ig9OaKoDPvmp2w/8/mUymaefL/mSL+Hk5IQ7d+4AUFUVIQTiI/B2vxV93z/2Np40We9kvZP1zlvrncrc4sM39EzvfPa1Jf060nbLx653rBnw4ZSTU/2i0TvZ7mS7k+3Ow9idUz58Y75jd57cOMsawQfPyenwRWN3MpnMW1NaiAoxja8vX5IfN4+qradmgvnM+ys7f3bCj7byRTfv9K5AOjv0IcTG2/GG308k7YZHXS7/sGLnfnW+Vbm3Knvvsdwjfu5dYIPz5GFnGmr8PykUriANPX3bInYO1iKyyQyWPMH3FK7GqGJJuCSkNDDGfXmIPSbNUIk4K3TDgODRpAglqT/h5OSIYroH1Zw+jCsq922H7zu0XSPdGyxOjykmNVpYekmsTt5g/+AWyThsAqVE9p7BDV9Gu3wTN7S0esR8+gzd6atM60TvHF0YmEznFM0+Wk4Jp2sqrTC+JbRHiCuoyxoXp3Snn0dSxenRXYr6WWbP/AS69Cr++BARSwiOoVNijNRVgQ+RFJSuG1gXK67ND1it1qCKjwHjhLoq2N/bZ71Y04aOEMN4d0Q/LkLhvQeU6XSCD5FoI53vcWKJAXofERJpGFi3h8ybhmtVyeGiox0ipganicYo01t7VPMZEcvR7SP6zvNa9ypiE/vzCXU1oe06CiPsTWes1i3GCcp4J4QYxRnHZpURLIamqbAW/NCybBdgwFqHiQb1Y264whpuXTtgr/RMqof6qmYymaecz33uc6SUzl6/8MILHB8fc3h4+AXs1XuPrHey3sl65+H1zrXyMxAa1m3JvGmYFR8lLd+gG06y3nkbZLuT7U62O2/H7iQI5+OsWVGQlj1dHmdlMpnHxHDpfh1nx8nm9B4LUnhqJpiNMQ8Oh9oVRA8RzvW4Qmkve7gfxiv+VvvfnpC5V4xduNlg81fHJSnOtuyKtYt90Hvezgv9EYsrCpI2LE9Pmc8jypjPagwP81Q1aACJCTThgD6uUOdIMUBSfDdQTCaUDoYYCYNnNpugpqLcMxh3hK0quhDoVwsqjcyvfwBf7GGrPSbNnOlzJaG9iwxLfLvAdCv8nVeZ3KpZr9ew8hT6HH3xDGn2PH71OkmP0fqjpJMXcS4wKWtuPvsVrNolzK6TomG9eJO9Zz9K51eExeeopMXKPkUxwcdjhjDF2VuUxT5SV0yqj9G1St//MNPZdRbNAiTSVJY7d46IAZIT1v3A/nwUPIgQYsJpoqzKszv+fAiEGLAiNE1D1DQKJCN0fUtQKI2j6wYmdUNMkWkzoXTKcaeU68BglviJYVrOmcymiI9M6wna9ZSVslwfE6KlLAxJhC71TCYN03mNxoKuW1DWJUPoEZuY7dWAZRiUoevxMVEV1fh5G8GVjsIJIgkxgrEGJxYSdK0nJg8Tx7JdcbgqOcqrG2cyXxSEcHEhmc985jNfoJ68t8l6J+udrHceXu9UTjnpIu1G78j8lHljmfU3st55G2S7k+1Otjtv1+7ojt2xzJs5sz6PszKZzJPBP/4A0cfCUzPBfLZgwqWFH64UBBtP8P2E0tsVIw9z/FvlArvKa71b/l5v9sOJnfu9D+d3FmwXeti0M+6EjTBBHuyZF9m60vXCHQtnZUxBGDzGVWAsJnmSLQEhpYSmgBKJcWBoT6hKxbqCwgQi48U+Ro9xnsKWaOxwpaPvLMtVj7UtaViTQqKoZ8znUwwl00nFOirl7FlM9NCf0saErW7i1WKvB5andxhe+wyT6S2q+Q3SyUt0r30K3btJc+0mxycvUxWeZXsXhpcpps/TVHuA0reGVB/RrRfUlXDa3uVg9ixp9Sa6epNYepbUiJ1jmz1c8QyiytCfkswE6hmuuEkz2ePO4QmYiLOesqzxPmHE0veek8USjDDEiArElEgKy9Wabt0xpMBiuaSpKlBDSomkibIqCBqIayUFcLEkmvEuh716wuLklENNuNAx35ugCYxEtFAwQjSKM0JdNbxx9DqdT0yrCVVhmRQ1Yi1HxyvaZaAfBiYKlTiiBpRAPXFUlWVBou8Hgo/jb4DEehWZTGqstVgBo4KmhKjFGEfSiDjHadvyw6/4C3c8ZjKZzPudrHfuX2/WO1nvZL3zeMh25/71ZruT7U62O5lMJvNoeDommDfXZVW9dIF/a7Gx610+v+hzJo4Qubjy8Tvs2/3CuLZ1Xyl4dtTIVSLofqFbbzfk7P53I9wreO4VcTvBcVd42BGDLWtC8CQRNHZoMUFlFFXRR9QWaAoY6YlxwOBBJrhij14irnKUlQKeOLTYZsp0NsGkMW+Y14FBLNbVuGpCkRJeI0VZor6FsCZhmF1/lkIKvC+x7QHXrn8ln/sXf5X1+ohnnv8qun5FOvo4MR7xxuqYGtCkYHsW68CkrnGmo3ALCgPrVz6Hayxir0FIpPY1zOqQYW2RvUi590Fmex8GU7H2R0yLOSWRPp0ySOKDH/s6jg4/zY0XOo5e/1GWRy9TTxrsMIAoTT3leLHgmWdu0fUDTdng3HjXw3K9xJiCxekKYyxJR1EUQ6CoCqqmJhKJKUAAK0JSDwrt6YBVA1iGZeQ49tT7BdYCKTKtG6gcoXHjIhBBSEHoZczrJsYQfCB0Ed97xMDgAzIoPg5YazEIQ/AYI2jSMbxMQERRx7iKshisRgQw1tJ1Hmstk/kBs4OGIbQsjgaWi+xZz2QyGSDrHbLeyXon650nTrY72e5ku5PtTiaTyTwBno4J5g0P48EGzvKGbVG5GL40ihEBM5aVnZ2X695daOFiA2Mdl33f93ip4eLqwWf7d0TNpVrud35vJW6uXOn4Aaru7bQjW6F4iYQQMVDUVHWD79fYhvMwHmOJSTFWUIGh76kmipgZahuwHdbMx5WPU0uKnsI2JBvBBIpU0gZPPWlwNoFJlPs3ULVIDAzdXZTA3uwWMSWMtRjTUDpD6Qwf/LKv4Parn0TXdwhJ8LbAxMDURNpujaugXxdMJ88zhEP6dkVtE20YxtWXkyUVR0Q94vDoZWK7JMk+U2uZTa+zDh2lAxM7krNIqChdjamvExWK9CyTlOi7Ft+t6JavU1RgTMIV4KLjdLHADx6jltWqZT6Z0FQNQ4iURYm1lhgjKSmmcPgQiO0KFcGnnnpSkYaIFUPXdax7zweffY5ZjBx3A23bAh7XFKhCiD0zUYZhRdWUFBbWvSIYhpCIccAVBXVVUdjx+1NPa4rK0FAhYpBoWGpL3yUMQkRAFWuhqRussaOoIqIiJE2IE5IqrnCkEEkh4SqHG+x9v9eZTCbzfiTrnax3st7JeudJk+1OtjvZ7mS7k8lkMo+Tp2SC+XK+qs1WuXr7mdLYXKzPhIee1cbm39nmrVi6rBNG4SJnz3fb3t12pYTYqoV7XdIX+3NJtCCy6bpeKHdv9W8hALfns6taVC50VnaV2VWec3TTDxkL60Y2yihuksrmwgdVM6E/PsGyXdrSUDc1vl1ibYFxE7q2RRS8j6ziAlNYSBUptgz9itI6YjL0YQmxAw2Ue/uEEAl9h1JS7e+h1mDSCjes8UOk44QuLphOb9J3gclkRufXuP09PuBvMrzxrzCTW5jZCwyrN0FbiIr3a0pbUpdz+vUxE2vQEOhCZLVasMcSKSJD8lS2oXA1q6Hl5O5n6FefxzYfxMkecejotcDojMrOYWJZdifUswOmySChpz19ndKtMLSb99dg3ITQe5w1NGWF1cismXLn6JC2G0DBGkvwAYwhhEA/dCSj1E3FxJU4sdjJlNPTFYmGUNW8cnjMNQdlWRIQ2q7HqhKHyLQsUYEPv/AsB1XJaduy7I/HkDBrMYXFWnAkrBVCjKPXngoxQgqJft0T/LgatQJGDGikqmqmsynWOryPeO+xVhiGHucsKSmLxQLXGcrSUFSWZ6bXePWlkwd+lzOZTOb9QdY7V1ef9U7WO1nvPD6y3bm6+mx3st3JdieTyWQeJU/JBPP5Rd4Yc/ZaRDmTH9sQLVXUnMuXMYRIQMeL9bkn/dwvngQSnO0fDzxrmcubtp75c9GzFTjj3lFHXOFBv8Lrfo+Y2vRlrGm7PMTO+byN8K2tMEyiyLZ7MnrDQTGX2j/v17kwU8z2DdsJfZNNGJ1gNvUmUcTWxBQxfo2YGlyBl320SqzbFin38OkObRcYuMtqfcjerWdBK4RAOH0VM7lJNBFRQ+g7QndCc+1DhOF1rIVCBLt8jVTUiDiktDgahrUnpSW4AoZAZIWNkXZ9BFbwq1dQr9T1HtJMGAolHb8MfkpQz2BepYwDrc6wruJa/Qxhz9G3n6IIHg1KcAOoIw0tqV9yehypZ0vScg9bzfGhpDp4Ht+U+PUptjuls8L+9Y/RNPu8cfcTrF7/DDfqhuOjI4o64qqCwjkGEnsHc/phzPl1dHRCXU6oXQFJ0Kh07UDvO6qqwFlBooAZvdYmGQSYNY6kib73nAImRfohkqJB4iZXmxtXG46h5+Ov3OGNN9cYqTGbxSKwlt4nZpOSthcWqxV7zrJad3jvKcsKTQFXWNQmXClIgjAkUvCEkFBj6bxSFNdBoXQtmpZYq8QkIA4fAw7FlOUV38JMJpN5f5L1TtY7We9kvfOkyXYn251sd7LdyWQymcfNUzHBfCYhLnnSr7poj0pht8wl4bEVDpttW5Eil/dvn16q70K7Gw+47LrjZeN13pbZ8Z7f002u3rc97Kw/O574h/Gm37Nt+9g6yLcneH6rwVnJrTjSrVA6uzPgYvCbCEhUFA8iWDWI9hA9hJ5oKgoTCZJwrsFNHH2bMK4hpZau6yBabGiJQ09KidB2WDdgNZJSREPHqj2lqu7Qrzomc4uyZggFpAG1AUmCuEjimBg9rQ9EA+1iyfr0NoWbUMscUzS07afx/XVE9glxQVE4qmpGNMLidE1haqJp6duWZnKLD33ky3n1R18jDh1pc4dG27ckjThXIlLSrg9JuoLuLoVGKj5KaC1FioThhOSgX7+EX68I3YqhCyx9x/7eMwT1rLsFQzdg1ZJiYjqZopJwztA0NaV1rPsOI4b1umUynQBK8IG+HWjqAk3QTBuMMbRty9APxJDGDzxGiOAwyEbITidz6nrC4vSUxaIjBRADPikaBHGGKkWuGQj9QJVK2iUk8bhCsMbg6hJjYB4n9DYQBiXFQNTE6ekpZR2JyWCKimY6R4eC1TJASoAQfSSlnrYV+uUDv9KZTCbzviHrnax3st7JeudJk+1OtjvZ7mS7k8lkMk+Cp2KCeZddoTKyKyHY8ZdvXotcFCbjRhDZ1KVcFgA7GuasTeFSHRc6tdkpO1FQImfC6fJhslFGV2uYS4s8XDpeH0L8XGhnrHHzriTAnIV0nYW0nVWnZxtU9PzVhZNXUDAoKglRDxQUCEO/xlmhXy0p92bYZAhFBK3ACq7awzUH+OUKkuK0R7olsetRW1K4GvUB7Tv8+g7aHVKSCOtjGgNOeobQUlT7iBiG4QjtlxTVLarJ80yco6rm9P6Io/ZVbt78UoZoccOKYX0bkbuUsmK16lATMcagRUlZ1nTrY3q/Bnr63mAnLzD0LV3XQu8xFoZhQDfhSWAoiopu6LAS6LoTogZe+mHD/PpHKZ1lffIaZuJ47aXvhRAI3RuIDoQYUZ1RNxUh9ahRYh8Zeg+ilHXBdDZlNm1YnK4QEcqiIMZE13YkTePKwRuve9NUVFUFAut+jVjBYkkhkTzEGBELzhpsIdjC0g49UeHgxgFiO9bLAR89GgxlEG7NSr72S57FG8P3/tBLvHIyEI3SFI7alXRDR4w9ddXge48SMM5grSGmSNeuMeJYkghDQH1C1aARBMWaROkMURgXAMlkMpnMBbLeyXon652sd5402e5ku5PtTrY7mUwm87h4aiaYt2FNo8eZswUjdpzhZxvGbeMiFRdkkY7hULp1M98jojaFd8TFtr17+rKD2vvt2yyUsZN7S3a3X2j2TDGdn9xGsmylnJ7Vd/nN4ZIH/6LiGvVdQjVuNJ+gyJXKaydI66y+Xb+6CGiKqCZICSOKSECjwaSWqpqw6jxO1xizj0gipjF3lBQ1brJHt3iZvb09To5uQ7/EMtB7T1FMCdFj+xb1p/TLN1FTErBo39IWBls42uEU5ybYqPR9j3CKTqa0IVGWlrBcULtIPZ9gU0m/XGHKCS5+Od3y05SFR80NvF+QnKGaXKdue/r1EWnoWC5OaG5aStcwnx2w6E5JMWI2n7OqMgw9wSeEEpKFYEBa2qPPYNIpyxQYulPioaEPK/p2zbDwxH7ANFOOT46RdaIqSkSF+WyGtYaqqmkmNf3QE5PHOqiKkhAS626NEXCuwBUFZVlSFcLgOxbrU8QJ1aSkakrCEFktVgytkmIaFwIpHbaCoAPGWMppCT5SzR3rYUWVhKaw7E8nfPT5Oc88UzGdOzo+wOv/5EdQ9YhaNCh9G5DG4EQpS4cxhqktCCHStz3RR2zpEHpUDUlBzLhCM8lAtHRxoJpV47ZMJpPJAFnvjEdlvZP1TtY7T5Jsd7LdyXYn251MJpN53Dw1E8wjO17n3fCse5XJhWPGmBU51wJn++/16MlOG9uLfnqAI3t34Yizfmx1h1wSPJfr2RynG1G3USiYy3Ffu+e5ORV2hN/5rQDnx+yuqLxNj4YqaEI23vUL9d6PC7cHjLnYYgpYTRiU4BOljcSUqAsDoaCoLNofQbmHkIiaEAOCoZzMSVWNESHGgaFdEkxJMTlArEWip6mgO06k6Gn7xMTUFFVEJVK5iqKcoCipG/C+p+tfwpl9QrxGJ3dYLF8az8sdI2VFpKeY3WDZnzC7/hFCf0I/WAKW0kzp+hYsTOcFsbXYeIPDO28ynwq+XxJjICZPgcMYSEmxxpBSxDpHjIauhUoT0R+x0gXGGCQJaIn2K2LbwmAoTIOREk2B5JVApCwr6rokpcidu3d5tnyGrmspC8tyfULdTGjbjmFo2d8/IMZETB4fxjCokDw2KdEHEooxhmJiKaIdw8BMMfbbBIqiZEiKRvAxjaKlgno+pVHL9ekek7rgdLHkpUPlWSq8j5ASpSuIQ2DZr+mHwGTSbL47kfGuDYumNN55YQzOwnTeYG1B2nj3Oy+EwRGG8S4BNyjW5NWNM5lM5iJZ72S9k/VO1jtPmmx3st3JdifbnUwmk3l8vKsJZhF5EVgwWsagqj9JRK4D3wZ8FHgR+CWqevQw9amcCw1luzTD5Ua5qBcEZBt7pdtLNxeFyYXiclYNXCWNrmhyV/Dc04F7HdjnoVtyfshu+8JVZ7ZpQi/2cCt2dsTaZaE2FlGsAR8GnLOw9a5fcZZX5TEbS43npikRw4ArHMl7EEPftxg8AK6uCYtDinnAaIFK3JyXksTSDYF6b8rB9WdZ3f4kVA1Fuc9ifQcnA8EvKYoJvanAKbULaLlHUezhTGAIa4buCE2WYVD80CLdmuvXK2KrdN5jFKaDZ7k8xMYFZu8jTA9qQh/w/piqEdpuTnf6JvX+daIKfr2icUIMa0J/m2XfkfolYqAuayAhCs7YTehSpG8XVFWDtRZjLCn1DOsVVdFQuBld3xNaT2VK6sahKiiJujFMZnssFy3WGjAgRnBYUkoYa1ANzPenuKLCGGE6bYhx/O4H3eTYSmCdA4W27SjrAp88zd6cG80B3vfURUkKStv2RIS2G2jbSFVUxBBQcVhbYVWQpFhb88bRIUvfs/+K5dXbPaSSEofEgB8GYookH5CqwFgh+UAalBSElMZvStJICD1o5Pr1fYxTjhctnRF8iKiBYbng2rWD+3zb3xmP2u5kMpkvHiaTCV/zNV/D93zP9zzSerPe2e6/onzWO1nvvM/1TjJT1ouv5Nb1f3Wfb/s7I9ud7f4ryme7k+3O+97uwHqx4Nb1g/t8298ZeZyVyWQehBMID7i4m0fQxr+jql+tqj9p8/q3AX9PVb8M+Hub12/JduEJ1Xt7u7soxZlw2Ww782hvHrL74AqBcUl07GqAszZ22rvn4LO/crFfcvn1ef27+0Su6NNO+8aY0Wtrds5ht+5LfTvbZsa6zWbfdmXjy8ffI3pku46znD0vXYGIEP1AVQgx6nhxjaCF4oqClCzJL1E1iIzefCOCmIIQICTBlnuU1WzMWOYM1jY4K3SrFe16gRjL/v6zoELC0PmW1B8j/ZqwWJD8CmMTs7oirG5z+uYn6JavUbuCdrWiPX2T9Z3P4vo1koRiUhDMlG4QVuvXmE0qhpMTNEBRTCltSd8JIhUHTUk4vYvGltmsxlnBGUtVVThrKZxQWLCitOsFZVVgreBsAdEydIkUoB9aqqLBSklVOaqmAFHKxiIaaZoasbDuVsQU8MGTUPb351R1iVjDar1itr9HUZbEGMAI0+mEoiyo6wZUaFcdOgi+DVgMIopxSsKzWC0Y/EBZVgQfx1xeUem7Do2RwlgkKUpkrT2n2rOi4POvd/zAZxfcWSbEWCQm4hBwzlBXDpMgoVhnmc+mFM5hxRJ8xFpLM2kISfEhcvfuIcvTBRIDpYNpY5k0BlsYqqq4zzf+XfFI7E4mk/niIqVxgZzHRNY7cI+eyHon652sdxTnFk+13sl2J9udbHe+2OyO4FweZ2UymSeL3u8iu+FxpMj4JuDrN8//F+AfAN/yUEdu8n3pZsVfueSWvidUavP/mVTaqCCz3birU87aOH+69Xw/SPzcE7Z1hbf6srf+rHdyT5OX6uL8XHf7tH0fNichcn6fwRjWpZu65aycYRQtzhlUI4jFYFA4q2fbm0vS52LfN6FchSvQoIShI+KoSgOuIJk1PgyIndKtTnDVsyDbnGaKYKjrKc6V9J3i3AEa1qS4BHWEELFiEGmZTBpM2dAOLRbHEBPrxRHOLfHdGusFa0u60yOctThTsTx+HSkHDiY38T5SxEC7PGaZPsXs1ocoyim9ndOv7/DsswldJ7ruTUzxDE4td45fpdoX2vZ1HC3WOTTFTaiWEmMkBc+kaei6Nb23zCYTnBOMgRDHD0E1odFv3rt685koIUSGPtHUFaglRA9E6qbCGEPYtDGEgfVqgZoCYx1d2xFCwJUlYix2E+bWth2CoEEobIE1hsIIJMV7D6lg6HsSibIEjdDUJSKJuiqJsSf5jkldkGJHb1rWfYKyxEfL6XpgWgs1CSNgC4tasNZSlAW2cBTOQVRiD5FIVZYUZYkPAa+JwlhiCPTtmqKsSCniCsd8XiKTGSfrnifAO7c7mUzmi4au6/jBH/zBJ9Vc1jtZ72S9k/UOe3NFJq9ysh54AmS7k+1OtjvZ7rA3r5DJPI+zMpnMEyW+Rdr3dzvBrMDfEREF/kdV/VbgWVV9DUBVXxORZ96yFgFEMedXf+Rc3XBRxYDdeZ7OKrjYqW3FAtjd7Vd41i8LgQt5ty6qoq22urAKsdHzRu/xyMv5tq3IuRh6tl0o4vx28vO7CMwoWmSUNqjBpAAEFIuKYZQaAjoKRaOKSCLoQDLF+G7ptp3xXI2O75rK+SrIQgLVcZs4Ejpe+KQkhsW4UEK3oKkjK50hkz0Wd1/i1vQQX85JzgKBQhW1SmMiKjBc+wDm+DbLwx/GNrcY1h4ZbuPiQHPrg5yGATuZE7oOO51hEBZHbzD0J5j+FLP/EUIaCF2iaSK2qIhRiGbJYu0pjEMs2DjQ3XmZaj7FVgewvsZLr32OmStwIRFryzKVWFcz2Zvy0qffZE8GmtmEEPwoKMqSGBP9EGAYEBEmTU03DJRY+m5AFax1IJbkDCUzhtCiNjGkim49IJrQkOhioPM9870JzlmsFaytWJ6eslr39ENkUjvKwrJql6zaNXXTjN8pO4qfwlWklBAzEGKgKCt870kpkozijEMjrIeO3kfKusJaoR86girDANYMlI0hqCBSIDFRV2BuVhSnwtBFBi8ElLKCwhmKuqCoHEOfRqGblKp0SBy/v0MIxKgUJpF0GL+tpsL3CjpgRYnJYJ2n82seMY/G7mQymczDk/UOWe9kvZP1zntS72S7k+1OtjvZ7jw8eZyVyWTeMe92gvnfUtVXN0bm74rIJx/2QBH5DcBvAJhee/aid/sqb/rO3i27jvfLvu0ril8SPBfrkasKbTdc2rb1fO8WvyrU60zw7Ly+52xENrVc9OCfrwkx7rcbsTKuMgCOSFRI4jZqxqJJUVVSiGDBSkRJqG7iwNgKyrNenz3ftoMIWChMhaSIKaB212j7BeuwxvmSqjD4qgFb4EOHFlNc8iQLvqwom1sM689i7Jyg0NRTTk8Dajq8b6njgNTP4eqadJKYFiWD1Ei1B2FNiHdpps+w6ALl6pimSEQn+EGpZw2+M4hfUKYBqeeEfsXB5IDBTVjf/jzDyW1wib5tqGyHliuIgnE1KQq2F1wo6aWDoaN0Y76uEAKIwdrxDoC6cmj0rFbLUfSKxUhBWYwrCpMGkg8gQkgGbM3k2pzjo9doo2fow5ibS2X0uA+RYQj0XaD3kZTADxFNo8femIL1qqVqGpIqMUSMKD4EQlJUoe16YhyYzEdBJuqJPo3Pe08VIkbAh56ydGhSTF1h7ZgvzgePc44UE9Yarl+fcXjnlC4M+BCJIlSzOWVZE5MSNBJToDCWwXv6wVNPZlg1eE0kvx7DzUggQmEsqoqPkbIwXHtmH0+A1x5pyPojsTuZTCbzNsh65779zHon652sd55mvZPtTrY72e5ku/M2yOOsTCbzjnlXOZhV9dXN39vAdwJfB7whIh8A2Py9fZ9jv1VVf5Kq/qR6enAWKnUWnSWX81hdDIDSs+u0cKYdZAxpOn99sc375cdS2TyMoDJ6qs8eV2mp3Xp26rsyB9c953OxzPYOgsv9OvP4b/Y5IkYiyRgQi8XjNGA39akIagvUFgQFQZE44DRgNGAYL4hnnv6zN2r77u4IPB297hiLOIexE4rJHtW16wyDoMMSaxzNdA+0BY04CWgMRDFUswN8UJImnHaENAB7GN8ybQq0X2NLGHygrKd4H3D1jP2DZ/GmhqLGVnuYyXVsOEL7yNovCcaidkY5vU5Z3WRSGvzx64TYEmZ7uJvP4/auU5UTnJkyv/VjCW6Gcy2lPWbwPUU5YXn3DpKWSClEhb7vEVGKwrJerUgKMSUWqxbvE1U5Zeg7isLinCWlSNsGlouA9z2WQIqBmBJt11FWDbLJoeWKkhAiXe/pugHvIwcH15lMpoQQ6PqexXJcTVjVEJMw9JHglZQEHxLrtqMbBoYQCSFSVjUhKM6VIGM4GIyCjTQKJmcKSAZbOGJKrFYti+WSvh+IIdG2Hd5HjFGaqUNNAAdFXWFcyWLZ0q4HrDWoQFGXiIWiKXFlibGOqmpQNaQAFoNRKFwx5iiLCTGGprTU7tGubvyo7M4j7VQmk/miJuudrHey3sl6572qd7LdyXYn251sdx6WPM7KZDLvhnc8wSwiUxGZb58DPxv4IeCvAL92U+zXAn/5bdXLvcLknDH/kpp7L9w7FZw5iGXnQn8/z/eugNkeziVhclnQPFDoXOjHjjf7rM3ztrfldo+8X1tWI0IYy1sLccDisSgIqBiSGNQUuLImhkgcOuxW+Ghis9byJs/YttXx7xgElsaHkY1nfxRZSUCso6qug60JcYkZFjhNhKHFxMAQOggDNkZs4zD1dYZBMaFlMtln/+YL6LBA/SmuEtarNzm9c5emniNFgW0a2q4luRI7nSDOIWVJKIRBAlYSVenooyeZnl49Ov8A8xtfwjAMnBx+GvoFpmjQvX3MbMr02j7V3nOEWNGdvEEpYNwEg2M6PaCs9hEdvczBbxZ1QOjbDsGACm3bUxY11/b2KGUMG1QcrrmBVrdIdsoQFWvBqCd2HY0tkSTUZcV0UpNSJGokamLwHlc6nDVYM95BYezojda0WdE4JlarNV0/4L0nhICIGT3wITF0ntBHfOsZBo8rHHVdUdcVReHGOwSSYs24BIkxhhACvg9oFNbLlr7zo1dfhbpuuHbjOgc3r+OaimXX0Q+eECIpKZPpBFNYitphCyGkjqqxhNTj+x6LUoth4mqSB1GHlRKioTQFsY/3+T2/fR6X3clkMpn7kfVO1jtZ72S988Wid7LdyXYn251sd+5HHmdlMpl3y7tJkfEs8J2bC7MD/ryq/i0R+T7g20XkPwI+D/wHD1uh7IoPrlr4gVGUcNnPzpXCZqxFHlhOL2/Xi0LkKu/8ZdKueNmp58pj9aL4uZCvbPek0phwbGxPISWsGbOCybgCBdH3iJlg1ZDEbuoaM6eVZSJ0A5oCGsEYh2ARsWf9M3KeL0w0EXyPc+UogYwZxQ8GlYRVi9EKncyJ/YCu36DCsg5CIZ52vcBhQBxSOLAl07lhcbKmiiW4gXKyh1/epY0rgoGZtPSnK1JR0geYNiVN3aD+FBM9SQ2VPcDTU8xuEnxgUlumsw/SuSWaBu4sXsO4iuWdO6T2h7DSsTc/IJgZ1jiK5jlMOKY/fZleoaomRPUkY1l3ggmJDz3/PEPbklJCUxzfJ0YvMVrQ1DPqKtB3Y/hRVMfs2gtMi+scHb2KphOMrrEJCuuZNBPKesa6X9O3K6qqoKwmrFYrhsFj3bgidFXZccVoAGMxxhC7SIiBEDwppfEzUog+Yq0Z84IFQUQp65LpfIJ1blzVePDEwWM24smEiCtqppMpp6enOAtWLEOM1E2N9547d04pipKyqbDGsFyt8UPAiowLSnSJhGM6rXFlSdetSBoxajFmoCoMNiVM2gjraMA4dOhp/YrgB8y7ipO4h0dudzKZTOYtyHpnQ9Y7We9kvfPe1TvZ7uxWmu1OtjvZ7lxBHmdlMpl3xTueYFbVzwA/4Yrtd4F/9+3Wt+utvmohh61IGC/u27V+7+eBv1egXBZA59u54KGXzcqxu23KhcL3Hq+X6riq7K4n/fL5na9ivCms2zNVtuFoCUE0jJ5yStQ4NHk0DEhZYBDS6GdHjEGkwBY1MfaMV9d41rCqYkSABAoxDhRG6VYLqrqmrKdsV+BIJMQAfsxJRlVjuEY8/SzJB1QbbFwzHN8haUSJuPkLOJsoXMI119G4wg8DdvZhKq0Jy5cpJw3r09d55uAWWr+Am9+grhpOO49RhzNKVe8xpDVCQ2pPKMoa8S3LOz+KSMnB8x+hnj7H8d2XGfojNHRMJrcYhsjp4We5ef2AIVhUS4bOMDkQDk9vUzvDzRe+krt37nJ6+4ij4wVx6JhOmtFTXQohepwzuMIibiCoZYg1fQSKfdoQqOrE3o2PsljcAV0yq0vMXk+KJyz6E8RBWZf03ZrpbIIxlslkSt/3rNcrQDFm9HzXTYOKEGMkhA5r3fg5IRRFQSTh/YDI6CWv6xIUgk+07QpNShjG/SlGClcwDJFVf0rb9qCKAZImrLGgSvCe6MHYxDD0tF1H8BGjZlzUxYw3V2hImzxnkegTYSOcykKQoqAAHIK1DRqEqpkQQkvpHM/t1xRhj0988spIqrfNo7Y7mUwm81ZkvXO+KeudrHey3nlv6p1sd7LdyXYn2523Io+zMpnMu+XdLvL3SDkXK1d4r3dd0sD2Ii7yFgJoN0hp5/it1/4ewXKp3D21673l0n2avzJc7IrXsrlb4CrBpwSSKs4WBL+mkJJEhdoS0QgpkXyPLbeBWRaQMYzLFkTfY1JCNV26c0ERlBgDGj1GDCRPu/IUZTWGEyEoFkQxVlFxCIIGJbo566OXMPGYMCsorBKO71A0BcyewRQNwR8SoqMuS2SAcrJHaUBWdzFqqZ0S/ZsYv4c1N+mCxxgwfo2XQMAQY6SqZ3TaYhpDHz0hDjjxvPqZf0Z97QPMr82p9RmOjl6jnDc0xS1cVbB484epp/sUs2dp7ArcLUJsKO0pk/0PcO3Zf4PP6prTo88xa0oW6zXJCEmUlDzOVmhcsR5OKcrnoX6O0hXMZs/wyuuf5vDoZebTZ9jfu8a6m1BUM45XnycMxxCX1OWUFCMxpHFhh6R0vWcYTsccX6UlesUax9B7+r7Hh4gRS9Q4rqZcOMQadLO4Q+89ZWHBGMRauran64dRT6eEkYQg9CGMIVsoQ7/EIFRVQTIRBKL3G0EdEac4p1TOEDs/euVdQfQBY8FQEHwiBWHoE9Y4wjAKoK71qBFMWVEVDcEKvR8Q8fz4r/oxfOQD8GUfeY6/9d2fuvpHkslkMu9Dst65op9Z72S9k/XOYyXbnSv6me1OtjvZ7mQymcwj46maYB6Rrbv7ns2XN9wnWuu8uGz97w8WN7p5raoXQq7kTCLc2z3dOfaqOq/sz/b/3WJysXciIAoquskXpcQUCUk2F5weV00JMgoTIaEpjRepwpHY+uQFjMMVNdr3aAybcxvlzPgvMnTr8WJpHKWBddcjMbIJEgM7AQ1gAyFZnEBROpZpwnR+DX/nRxiWe8SiwRHh9JC+uYOJBau7pxhbo/Xz7N1QusUdBlljGkdYBqym8aItdwn1AW5vnxAjElYMEjhZ9uyVt1hJZLb3FVRNgbgK366I3R0Kd8Dp6SF+8TLRzIip4u5LPziGLlU36NTiT19lVj2LLXqq+jr7RDQumUz38eLYv/EsygkFiWgFUxSE5McVelNAB0s5KWj2pgRjOVmdYGON6MCNyZxCTjh943Ve+OhXI27CwhmS92iMHL52h0SkmlScni5ZrdbUZYMfPClBjEpdNwiG5WpJUZZ43zKbzliuWqJVCmdJmogoYi31pMGa8YvSDx7BMKkmLJdLUkpMJqMH3/cDMSoYobAlZVkAiRADKUZcYSiriro0GJNAE9NJTeVquvUowlxRgIbRA98HrKswpiGGiO8TVV0TSkNhHfP5HseLlvUQWayOaIqeO4dvMCkdZVHf93eRyWQy71+y3sl6J+udrHeeNNnuZLuT7U62O5lMJvN4eCommLfe5W3A0mUBYcYIprPSKnKlR3zcK+crF46VPbDt3fbOQ6l2xJKci5utmEo6Sg7dVq0XpNF5X7b16oUa791/3vmzv7JZDoJksKJE7TGmxPue0B9R1g3JTvChozCKpEAaekxZjZ5+BRELrsb4I6Q7prd7FGWLiRGfaqz1aH9EiIHYFTCsEJRuvcYVHmMiqbRY50AchUT6rqP0RzT0DGopplP09BXKgw+xrgrM+gT7xotIVeLbBbb2eI3M6gP60ztI9Lhyn1ZPmEpitVxz49YttFujpaUur9OJQOi5VtWjV1lL9q5fx/vA9Not+j04esNh1m9Q4LDlAf2yQ0yE+gBX7tEfvUlcHTOtpujwOr5f00wS5bTm+C5ctyXL1ZIuHlJXyvrkmGk5o5CC40VL0IG+hxgj+9WcYXmHkBLadfTDKRbPcnFIYQxVc4O7h29QNgdo7NABiJayKWnXS+bzGcfHC7q242Bvn7q0HB33YEtiFJbLBaoJxWOdI2kipYB1BlVl6AZMaamaEu8jRVnijGXoBhDB9wMkxYghhYQtHDAK+RQSVVNT1xUhDlhn6PuWbU66qnKjUBoSmgTVSGJATKJ0JZGS1EfKCqJT3HSPftkRU09SpZlPmZTXKCqHrIcxd1iytL7mM6+fsOxnVOXVv49MJpN5v5H1zm4DZL2T9U7WO0+AbHd2GyDbnWx3st3JZDKZx8RTMcF8hsg98mArii5s2RE+qnqPUBpLPVjwbD3pO6nIzjhzrsvF8pefn9fxFuJKzhfMuPcMz09r+2STwWsM6dp00FY1pEDZWPpNmE9ZOJqqIA5rlAERS/ABU8xQLGICmiJdH9BhyaRpEXUM60OMO2AIBg2e2J1yEhlzO+maId5mKG8wmViG09eo955FrCXFDmME7xVjGBecaD6A96+ihz+CLW+gqaM7eRHZu85y/SZ7cQ4TT1jfxcaW5bqlWy6xVYNPAxNnSIvPYvf2SYenyPWCspzg2xUy22O9OGVycB1Tz2mqAYvibImra3Q99lnKa8hkiQ6HNNIg9oCD525wWs4pS0/sHDqcsl5+jtIVuOg4OXkZN7lJXdzg9OgORgpUE84ZitJgcQQPRiCFAd+Pi0BU1hL9wNCuERVcU7C3V1NMb/HGndep3JRlFwjDKUUxpSknzOt9jvyCppxg1HB8coJgqIqSxcmCIXi898yKGapK23UsV0vAUBiHj4HZpKawjhQ9hbObxUiUGMeFKYzYzSrJMAwDKSVijERVuq6n61qsFaazBueKURRFJSVlGAaMlHRtj6ZEGBIkIcUxZMxgqJsKb5TjkxM0RlQSXi1NOUel5I3br+OHjqay+BA3vwnHnfWaMoQH/j4ymUzmfUfWO2S9k/VO1jtPmGx3yHYn251sdzKZTObx8WjXHX0EiOw+BC7JBBU9EwZj+SuE0mXxtBEQu4/zY+VMXO0+VLbZs+TeNu6p4+p2LvR7c3IqnD02DV9oa7svMT5UQIyQVEjiUFtSTqbEpAx9R4og1EgqwQt+3RL7DrsJ/cIoQ7RISoTudRh6bLtAwymYhEkWG3vme3uYosBqIPZrRANh6Fi++TIaPXEY8L6lrGua6T4+RlxZIOUEptcwKWJWtwnDCWFokcFgotvEkQ2sFm/SDyskBEwYL6zz+T7t6gh/eoejF3+EcvEyq8PPkFwDOAw9osp07zoUE/res14c064XVPUEVXBpYFI0+ODx/V1YLzC+oyhLrj/7ITw1xfQ5sAcUDnx/gu9W3L39g6yOP0VhLJaSytWsVktUA9NJSVlY6rqkcIYYxtxbMUSSj5zcvYvVyKRyKIEQT9G0oilL+m5FSgFNhhh7ZtOGOAxoGEWbEaXrWvYP9li3S1Sgquvx/TcGHwOr9RpXFLjC4Zxjb2+P2XTKMPQYMYTgN3nAxu9uUZQYMVgxYz6wjdCw1mKNAQwpQVU1YzgXBmsdZVmhafSqt6sWVFAVyqKmcBUGBzFgraHtBrz3WI0QI723BHONZPdp5jeJWGIIaPJYMy52ompQL/g2C59MJpO5TNY7We9kvZP1zpMm251sd7LdyXYnk8lkHhdPxx3MVwiFs11m62ne2babwIuNdNm+vLSAg6qy49a+pyaB8xAsLh57bzcviRnVK0XOWx17lotspx9Xld8ukDGewyiM0qZ03UxJw4qT0yOcsTRVTegDhkh3+hrqpxRFjS0LisIi7UC37hAv+JNjbAGYhrKwLJcRW0whLDBlieiU2J1QVXOKcoIRGHyPiAXjsPWE2bVbpBQYvKepbxLcmxjbYpjgup6qmZOaA3z/JjK8Qdev6H2C5YJmdoO7a8PJakClIg2Bveo6QxeJxV16cYgTVutTZnvXKKoKLUoES+xOGMxAPd2nqWu69V00tUQdSIWjqQ5Y9UvcYLjx3MdIfcft116kjBbnE0O3wtnIyfHrLI/vUNk9fL/C0jGfzcd8bCjD0CHicIVl6APD4PFDpB88ZVHjrGHoOsq6YLk4pQ+fRnVKu75DSokUBVdEDq7NCINnb1Yx399n3Q/UkwmL1Zp121KVkzFPmyrHxycYY0CVsiypqxorQj2p6X2LNYK1FmctYYikOOZ4q8sCawyD90QfKYqClNLm+2MwGMQ4rC0IYSCEgCvsuLiFEcKgFK7AGDsKPO/Hha+NBYkETaMoSopgGYaIVFNuPffj0Og4Pj1B7BSVlr4/QUzCSgFYUhJSyqFbmUwmA2S9k/VO1jtZ7zx5st25sny2O9nuZLuTyWQyj5an6w5m2VUvisj9DeboeVeMCEbGEzGMoTYqQtp6r63ZeS0XHpjRk/0gj/iDu3uvx/5+j8vHPWz9wI43XkDMWd/FWJppQ5Sew+PXGPwRpAWTIhDXd1jdfQkXeya1xRSGsFph+hPKSYVfHlL6AduUJFOyajsAyuk+rplhQk8Kkdn1D6AoxiSsLVGEIIprDphf/wChXVMXUzq3Tx8TRhyrrqddfR6TDpHQYrpDTByobAm2pjm4hp3vYQ8+iJQHBL9Gq5q+vk7wicUbn6IQoZ7cYu/aHsG3GAnUrmB9egeJC9IwYARif8jqzU9T02FtRRSH74+5+8q/5uj1l3DWML++T+t7Tg/v4NsFjoS2HdJ3WGlpGqUoGD3D0RCGSFVW46IcYijKCSkJ/RDAWMQVxKgUZUVSKJzDyoIYX4K0RBWsg+sH11BjODo5oplUzOd7JHVM5jdZtcq6hThEmrKiX7cU1qExYVQoi5IYI+ISmEBVF8xmE5yzbD3lhaspCodYQQyIGX87xoyrQg/DQAyRruvwg2dxssD3HkHQmMYbO9RSlxPKogKBZlKzdzCjakpsIZiyGFdSNgYE1ERcqTSzElcJbR9IWCazfYp6BrZgtj9jtjfFh0D0SgpPl5nJZDKZLzhZ71xZLuudrHey3nmMZLtzZblsd7LdyXYnk8lkHg1Pxx3MD0BE0R3X9z2iYVwK+IKf/ay43P+43dArw3l+ML1P+av7dv8yu57xy2Xl7HG+4MZOy+iOz/3sHDY3CJzfCmBQDEpFU01wHCNpTfQejQGrkXZ9h6M3Fty4+TFO+kBJoF3ewe3dZDhZU9qXkeJjGOsY/JpJPSVGjzWe9eDZK2tS3QDCanHMtb2bGBGGmLC2AltjxHP3jU9i6mYM0wmHuKqmX59sxEgJxQFEpTYFvlZeevlFbjz/ESKR6Bz9qkP7OxSTA+ryGXq3Yt2tKJubDMs1bj4lLI9wsaWyCd8tiKkg9S0mJdLqTXA1yVZgBJMU6VsKvyKZioMbH8asjwmHd6nFYCWiqSVR4axycnyE71qqYoYxCXFCDBErhpAghES/7jDGYjde68GHMc+bMQzDCaWxNJUg8worEeKUG9ef4e7xMSEa9ubXqcoZN25MeOX2MUW5T1x42mGg9z0CWFfQTKZYa4kpEEJAxCBmFM/GGFTBiB093VGJMaAJbGFwWKyzDIMnpQRASgGR0XM/ermhrArKsqAoHOvWI84iomMusWTGHGMISQ1YRxoSSkQJlE1JVTlwa968/UOkcAPtPX59yLBsUQxF5TBSIEYhyVkoWSaTyWTuT9Y7We9kvZP1zpMm251sd7LdyXYnk8lkHhVPzQTzmTC4JCa2YUuX831tjxkFxE5cluiFKsbnV3v2ZLwisK093dv8/fv5gO1bwXNB7GxDyi4cdC6CLu7ZDetSEmBEET3PFwaAsSAeMR3GRoqiYTXApNnHikBqUAZOjw6prMF3yhAHDhiYTfc4Pj1kbvfp2zVVY1guTwnDIfuTOc1kjh96bOHBFEhUQndKVTdYDMPQA0IxPcDf/RG6N1/HVgXD4hgrDanYR02kns6p5rdYLk8wMWBdSVJLe/gqXd/jMOxfe5Z1u8CniK+mPP8lP5HDNz5BbN9A6z1iu6brO6Q/4vToLq6eEn3P9fmM43bGsr1LXZaU1uL7NZP5DaJAP6wojAduIK7AlgXBe4xLKInoW4IPiBYIA2jCWSGkRFlWOFOwXA9jbq8YqZuatuvohgGNSu1KnFUKJxg1FDLhtDul73uuzW/hTMnJyQJJo8jdm8+5c3KborDMZhMMexgZEFFSgtOTBd0wUJblGDLmPWEZWKzWzOdTprNmXPE4JSaTkhgT4uPmOwdd39F1A0YsRTEuMBHjdr9ircEYQTURYwBJuMKQ4sDgA9Y5rHOIFBjriEGIcUUMAYmBohrziRmN+LBGorJcn5AGJQ09IYBxEEKgLA1NU6HWZOGTyWQyO2S9k/VO1jtZ7zxpst3JdifbnWx3MplM5nHz1E0w6yaR126+L931Ll8lPC55rXX32FE3XfB0n3nV7zn23Kv9Vl7zhzmXUVjteMQ3Au3y0VeKpu3rs/KjD94AKhsPqy0Y+jWaBkRLUhpLDXFJ05T0qaUqGqI/Iq0PcdU+yJL+9HWu3fpSFrEidq9ROIfBUlSGkzfeYC6GzhWY0BMWx7jJPnVZEfoVte+wUtPrGgeU5Q3K+hbSfYahg6a8QdudUFYeawRTWNQvqBooApRlRa/PYv0xB/MG8T1Jhflkj2bvBW4v16S0JIYB7w8RU9HYFhs9MbWkpNy6dotld0gYBjQZXJEoy4Dvj4iDUl/7AJICw/J1hhDpBXxcslq3FAKmKphOb1CIsG4DJEtdTRj6nv2Dim5IWGtp256+GwClmTTE4LFWSNHjbMne3oygJ6AFKYChRBMMvWf/QxOOjk9YnC6ZTUpm04bl4ojCKU1juf3mXfphQdeuETGUZcl0PmW9blm1a4rgsNYw+IQYGHxAlyvquiSlSNCIaqKqSwbvISmTSTOubm0s1jhSiIgDVzissagmfOjP8p+pJlzhGFIkxkhIiTpOUDGAwxpD2x5ho2KdQBzziJXWUVnBuoJiPyDRMKwLjkIgpohisCJYEUxKTMrygb+XTCaTeT+R9c62v1nvZL2T9c6TItudbX+z3cl2J9udTCaTeVw8NRPMI9s8WmMw1dYfvskUdh+vtyCbkknOA6A4EzA7JS+Hb10sufl3MeRqe9xV3vIre7MVcNs6hDH0TM69/9tnV98vcPnstkeZ3ZsHxiONpWmmdIsOIRCHjkp7WAUwc4qyYIg9dTlhZQpY38a5xOFyiW0WTOc3OVpHmgK8mdAtT2gmN2iTwWrAFA3d8g7OWaJx+MEy6TvWbqBwjmHRUVYNXb3P4GY0ZaRrW+bTa/TaMnQrCm2oG09qVywWx1STKbHvmDZzZHILf/gyTgra9CZh1WIVloev4LsB75fszxOlHUjRo8U+L3zZ8zhreWY+QXzLXhOozJzpfM782j7zpgZr+OEf/RQvfepzSFL8yWdZdYc4jUwLi/YBP/SU0xnO9fS9Z4gQkqEfIqqON988xBjDqm1xzpJwFKWlLirEKCFEfOpJWjGEQEqeJCcgib3ZjOlkn9uvvURTG27evEZRTfjEJ36UuycL1r7HOCFpRJOQiGOYk0SijmFXXefHXGEW6tLhfYsmAY0UrqQPA8YkjFdi7yldiTOOaTNhtW6p3LiAB6VQNSVixkU0/HrAOIuxlhgDxkRiAMSR1DMMnkk5QWNgvT7C6bjghZpIComiCIAlRdAU8KqY2GOMIxWCWMW5chT81pDCsBFSmUwmkzkn6517zy7rnax3st55vGS7c+/ZZbuT7U62O5lMJvOoeHommEXPlcjGv771Qu8EZp0X3xUgmwLCTl4wNh71TT27x6nqmfAALhyzLfOwC0Y81PYrF9G4WvRczim245Y/ezmuqrx5bSpm0+dI/oRle0y7uoszEE5axFj8kHDTOUEbStZo6pgdfIjTZcfUnDC3ikmCNccs0pq9g2fx/ohr0xnRJu72p0xufJh51TBowAOF75HowTh8GBiamsn1G+jt1/CrNb4pWC8OSSRi0RKPD2mmN+ja29w9fJODGx/hxt4HWZiImThMKJhPPsbR8Skv3Jph1HDL3WI+v87+Mx9gcu0Gk7qmqWoOrh9gCmUyLSlKZVoaKleSyhK1jgIIRH7q+qfz3X/97/Dd3/UPiNEzr0tOF4phXJV4bzZj5QeW6zV+8KzXa0IIFEXJMPSs1x3WGkrrQNPoJUYYhgFxhqauUAO+95RFgU8BwdBUE2698Cxdt2a5OqGsCj74wQ/zmU+/yNHJKeuu36yQAimks882hDEX2GQyReOaYfDEFClrQ93UiCb80KM6oCmSVPFJMTaiCr0fEDEUtSOsBigqps0cUwAowxAQo0wmNTGMIibGBHQURQPBkELCD8pJu4SUSElJahhSwiqYlKiqMXRse8eKjx21gdJYSvU4B1UlYBTvBurSUJb2yt9IJpPJvC/JeudC/3aKkfVO1jtZ7zwmst250L+dYmS7k+1OtjuZTCbzaHhqJphH8bHxoZ95p7d+5QeLEJHdXFrn2+QB5dk2ty13Hxf3ZU/5w3rWd7lqEYqz032LOpRzYXZ2Pmd7xhdqlBgHnLXM5vssTk+JfgV+Rdv3UH4JlVNCdBSTA/aqxIlX4vqQjpY9t0e/XHF976NIXXK6XrDvZyzWb5KGAe0XRDeBskaXt9k7eJZVMlgGNPQU3YANFfbgBdbJ4crIdDbQp56yiBzMHfODKRN3g2SmfOyjX8Gz1z9KKBKFeYF6OmNvfhNXJSZTS1XNcK7CVRHjDCIOK2CNGT22SbEoThLiFQ0J6Xpif4p0Haowe+46P/sbfxbi4B//rb/H8e27DF1PLAvEWcqyJCh0bsCKpet6nDMURUnbdpBkXPRBwRjDerVkNp8yhAFXOspqinWO0+MTjEJV1pSuxlpLXdfcfuMlmknJxz72MVarntdv36EbAopQFAUpeqwKyQhJBT8EkibqaoK1lvm8wvuBqhaqyrFadMQAKfoxTxyGFAVrBSQiKMaCqywHNw+IMZJMhCR0XYuqUhTjSsVewQ+RFISiEEIYKIqG/WvXSBEWJ2tARk++sajGcTEOJ5g43g+S0hhSNsFQGUu3jhTSYI0nDYq4CAaiKVl13QN/M5nMexXnHB/96EeBcfDy4osvfkH7k3lvkPXO1XVkvfNweieuAp+7WyC9xxF45ktd1jtZ77wl2e5cXUe2Ow9rd1o+d/c20g84hGe+9CPZ7mS7k8k8VpwxfHC+h6ZEUOWV5eIL3aXMQ/DUTDCDQS4k0tp6t+8f4LTNvcX2EHbFwcVjHpgX7MFa5sJx924/e8ZWuL2VUDsrL+ee8vu3uclWtjlX3dx1ICJoSiQFkQgSGELL8uQEZwvqsqFfHlPFwH5dUXzgY5x8/pO4uCQFw6yM9NHivKfvDplefwHXzLBOSW1Hq29inWNalpze/iw3bilu7ya+bFguTqgn+3iJFFPHfP8GM3edaVNg7JczqSL784rpZI+qmTKdzzBNg3OCKS3WlTgMaoUCRQhYDCZFJALeIxpIncDQQrsmLU9hcUo8OsYsV7BY4pdL0uoUWSyZnrSYvsUPgTA9oPwl38j8p30t3/Bzv4EiGf7yt307TVESo2cYWvb392iHSOEKsDCdzug2F+jtYgkxKhARgWY6GVcOXnWEaKnKGmcsqOKHMcyqXXcc7B9wfHhMSpHnX3gOMZZXXnptXNyhLPFDz7pdUzmHM5YhJTQpKqMwGVcxhvl8wnKVUDyr5Sl970lRsQbKwiLGYAQKY0hRMSI451CFuiwZhoG2XRG9UlUlSqTvO8qyxllL0EhhSmDM+xVTwPuWqq64+cycu28eEvtAURhUI5VzFFaQkAgpEZPiSkthS5CSwcALX/ZVHC9fY330OmUMmASr4InRv/UPLJN5irh16xbXrl27sG1vb49v/uZvHgcQG2azGd/4jd+ItZbFYsGv//W/nu/8zu980t3NvOfIeufqNt/feufwxHJyCtouYbUkHB2zvBv59u/9akKfSH1H6HraE+Vvf/J5YhJmk8B/93tf4ut/qc16J+udtyDbnavbfL/bnUNOTo937M4Jy7t3+fbv/V5C3+/YnQV/+5OfIKbEbDLhv/u9v4uv/6W/KNudbHcymbfN9bphvyjQlBiT2yt7Vc0v/cqvwnoPvqcIgZtYfvbHPkYMiRNK/rMf+n7+9suf/UJ3P/MWPD0TzCqbsKWNmFDZPHmA6IFzvYGwq4Mul7v890xjjRuvFB9v5UXf6Ty7LZ81oedZwK46ZivOLodrXVyMgjHUhyuqEQGNhDSQFHx0lPU1jCaCPyGlFYUz3H7jFa6ZAv7/7L13vGV3We///pbVdjv9TC/ppAKBQEhUuoqiFGkq5IooJV6aiMLFn+hFRbwgPXJBgSCEINIDXlSkFykhhIREUifTZ07bdbVv+f2x9pk5k8ykkWTa/rxep+zV9ne1z/7sz7Oe59ESVzoSEbCQLxLGATIPcQjCqEWa7QJTQ6opSnJC49F2EeIG/YWtREISNsYol/Zgi4xQOx79kNWcdtI0LoJQhmgUTnm0dygXIrwgcCVeGpxx+EGGKNqIQR87SJHtHHpdTG8e10mRS31kZw76XWRqEP0CnQ+qJ5MHKRiPDmLkUBRaCYHzWGFx0hEjcO0C/49XoHNL8cRH8cQnP4lQKz71yY+hfE5u+lg87fklVBjgvCMcigXnHEpJrBWEYYAVFh0qdBQilWBiYoI8yxHWEwoNXlCUJUppBJLBICVNB3gBURQxP7+AVIpGq0lRWgZ5FeWuGkE4HBCEAdaWCA/WGAKt6Xba1TQFURwwPdPElJZ0UJLnBqUEQnjKVBKHIUoqJIqsKDDO4qxFeYnSGmeH4tkLpJQUucEYSxQECALAYUyfrCiJEo8KHVEsyVIBrkQDwlsiHZPENQZ5QWkL0qzE1RNEGBHFMbl0GBzOQmHAlR6TFWh95NDMCMcnpqammJqausP0Wq3GxRdfTBRFB0w/99xzOe200w6YJoZfLg6FyclJ3v/+9wOMTOYR7hwjvXPQ9z3W9M78vGS+CyrrY9Ic2c3x/R7dxR4f/c5DKfoenxXYLMPkhqu3zXLzwhTez+w7IB6wTh7iuMJiJ+Di123kPfY2HnVRONI7I71zaIx456Dve+zxziLz3SVUlmHSDNkt8P0u3cXdfPQ7/0XRz/DZAJsNhryznZsX9u4/Pvt4xx3ybCx2Olz8uj/nPdbzqIuePeKdEe+McJxjIk6YiOLKMPauqlrkIQkUv3n6OcSlRZUp2hiUh4eMz3Jqo175O2mGMB4dxoRoCDw2WuHvLHVRCCaE4x9PfDi/Zy3/b+dth3uXR7gTHCGMtNxYwqOWRcNyhP2uUqUQ7OtSAfuizndY7g7pW+xL3TrY/Dtb9464XdT+DsuvFFVDIeQPnC/2PVEw1DO+2o4U4FYuN1Rsy/OFUkhCgtokWE3a65JoR3vPLoSylLZHs3kCaaeP7W7FiBQv14Csk3YWKWxOJEO8bKCSAF16xlwLrfYS6inSNghboKXHp0v0s34V3VUFDztzIyc/aD01VyLm5hCDjKCdkadtst48yWKK6nbJ+n1Ed4DqDlC9HjorEIUFn4F14DWxL5BegvMIZxHDfDWLQgiHxFZdnVXVgxo80oOygJBoL8F6hPAIYSi7uxh87J8ZtyX5Yx/Fo371MUjt+fynPs540mTv3jlSW9ISIW5IhvV6jVo9xvkSmXniOEIEirwocN5RlK6KzitHPsjJZIZ1VZffxaUOUxMTRFHMnj17WbduHUuLbdrdPrWkThCG6MCRFSl4ixfVUxLeC0xZEmhFoAKEB+ccUnjieoQONHESEEUS5zyBVhS5ZzBIsWWBcRK8ItCCop+BkuSmRAqJAJwzIAVKS6RUWOMYpCnOOoIgxBUlMvBDMSYpTQnC4YXBWocrq9srDDRkBiEtQmimpsZIs5wgSZDKU+Q5eXsRmaUkXlIUAickUoXYQzw5MsIIPwuklGzevPkOwvrCCy/kMY95zAHTzj77bM4666w7bOOuTON7ivHx8ZHJPMJdYKR3jma9E1vD9ls8rm8Iun2yvEPeX+San8zy/Zs3QAE2t9g05ydbI67fPVntzQrzBqpmV9UxmDzYWbiLc3Ag2n3NS/5sPe92t/H45+iR3hnpnYNgxDtHN+8UbL/lZlw/J+hmZHmXvL/ANT+5ke/ffBMUOTbPh7xzG9fv3lXtzT7eqX6ZOzGN7yna/R4v+bPX827nefxznjHinRHvjHCMQSBY32ihhEc4XwWfvOO81et45MwsrjSo0hKWjnMmJzhrbBJRuMrfcR7hNcKXhLIyjYVrHejvDEyVV6MDvBQIKQF3p/7OlOzx9jPO5A+94fO7dhzW4zPCoXGX36yFEO8Hngzs8d6fNZw2CXwM2AzcCjzLe784nPda4AWABV7mvf/iXQ/DI3HVh7pfrg1WRdqr2ON+ZbMyCr2vbte+mmKSfW0rhmF2gccfTJAMI/h3Rsl3XwyJQ0w/+L6uHN/Kact/q5po+1PAxD6VtuK9BDjvwUu0rCFUCeEAHXlM3kMqTdRYTTFo4/tdRG0cR4hK99Ip9qCTDdSnpmkWO1iY34vPlmi0JshwiLqj193JWBDSWn0S2WA3rrcLP9hFWF9NUmty1gl1HnbGKkJRIr7wr4RX/Ccy6yCMo5Fbat4SSDkcbVSpN2FAFoDCE4FKq5pf3uK8AyzCW7wD6TVSWJQfNmgQHi8lVlQNRiqT2SEEOGERXiGQWFWpQo0kWRxgP/xZyAc0f+kXeOzjnkCz1uSrX/gcizdcSy2JkILqaWgpsN7R63Vw3hJECicsGlk1fsgKlJQMjKui6cbikHgkvUGGNYbZVasY9HvMzs4yNTXNDTfeTF7kKKUItERJTRwFgMd6h1CSMjdYY2gkNRr1OmmakqYprYkGk1MtnC0REoTwOF+S1BU69CS1cZaWuvQ6OUUvIww01tphp2WHUgotNAKHCjSCqlOysQaEQAUKHQqUVjhvESpC6QhTOpQSVBpUkpkQpSSCKkLvUoNWUJoOcRzjTJe8MBif4IwlECHWDQgCjdCga6sQKoBt9+xD4IHhnRGOVkgpueiii3jHO95BkiR3mCfl4euoPTKZj16M9M7dmXf86h0tLJ9+b5fXvHUzWaFW7ENlYjh/Z7xzz0zje4qlfsjFr9/IO/PreNxFyUjvjPTO7TDinZV/jy7eKfn0e9/Na976VrIi37+XvjIt3WE0F5f6Ay5+/V/wzrzP4y76zRHvjHhnhGMEAnjahhN468kPoeYzMA6Zu33lXJQQoCIIqfwdUUCnO/R3yqG/M+RQW96n/s7a0vPuU87FIPjiru2H90CNcFDcnW/hHwR++XbTXgN8yXt/CvCl4WuEEGcAzwHOHK5ziRDiLlubLssXYw39fo9uew5btMHnyKGsWV6yiij7Kvo3TH8SgmF6k0AiEX6FTPDVUyL70qSWf4aRbLFvrhhGR6ood9XLVuxfnv0pigJRpZoNx71vg/tEz37hdqif2w+mmr4cbd7fgEOIlVXO9kflvasknhQO51MQnjCqEQQ1srQkDBvIoIUnoMj7eHpYn5EbqIUxnc6NdDo7ENEMzUaL9uI28ryLisYItMCVnlKEtNMuImpR+ACfzmOWdnP6ptU8/LyzqWmP/Oq34DP/Tjy3G5X2CAtD6ASB9whvEKJEiAIhM6BA4lDeonEEDpRRCCtQXiG8wPkALzROgpUKq8Dp6ghILwkQBE5UggTwXiIIkMjhubBo7xDGEHqBHiwRf+yLBJ/5GkJ4zr3w53nMs55Bc3KSFopQCLSUxFFEGGriKKzEAFDmGa4o8cYihoI8DEKK0pAVJbmpmklkaUYcJxhr6HTaTE/PsGPHLrI0R0hBXuQ4ZymKnDAICKOqhqv1DoQnCkLiKCKKIrz3tFpNQq3wzhNFAWGgMaVFSonHoLTH2IKycFgkFoEVIEONDDUoDTIEFWGdIM8KBoOsajhhPWEYMDbWIk4ivC8wNq8OndcUuccaSaM5xuo1a1l7wlk0pjbRmFqLkwmFk/TTnCzNKbKMsogp7CT1iTNYd/KjGV97PhObLmBiw3nUJk6kn0vQ9buigIPhg9zPvDPC0Yllc/md73wnzWYTrfUBP4fTXF7Gssn8tKc97R6vG0URjUbjfhjVCHcDH2Skd0Z65yB6J1aCT13q+JO3bKaXaowVGCsxVmKdugtz+YFBexDy0r96EP/xvgzuod7JM0+ZRyO9c4zqnRHvHK284/nUpR/kT97yFnrpAGPtvh/r3GE1l5fRHvR56V/9Lf/xvstBuHvIOxllXox45xjlnRGOTgjgGZtO5U0nPZjpQZeoyKhbqAtNIiUKe9j9nWlK3nfyg3nS7Lp7tX9S3OViI/wMuEtF7L3/GrBwu8lPAS4d/n8p8NQV0y/33ufe+1uAG4FH3NV7iKGsIAzRcULeXmDvbT9m520/pL+0DdwA7YHhxSlwSGFBgPQVvxlhccITGEHgAeFAgBp2SBYelPNILOCqWLyo3ls7EMLipR2mjNlKXOGQXiBwIEQVoRdVVGX5gheyGKbhVNvzYr/Qkl5WZR9Y/lkWM1QRG+H3reOH71eW2VDUyBVia1ng7d8XV5SIskAUGS4f4EoPTqNVSJxEIB0oTdKarqKoMgBRQ8sGOmowvvFMpJrEp7sodQ1rlhjsupkiXwKfYUtLHBgiStL2PDKeJBhbxRkb6vzCg9dQjzXqe1cjP/ovNNsLCCEInEZ6j5QOKQRKaKQPq1QHZHXMnAYUAoNA42UljgplcMKgrUR50F4iPWiqUhheSLxc/hkKW6FByH2RcSEEyim80Hilqy7IXhOkPYLPXkH88c9RK1POfui5vODFf0Br3QasKwmUx3hDECjqQQglKBkRoij7Oa36GHFUQ8sAjwQviXSE9BAIjUZw0gkbSdMea9euoywMeZaTxCHeWrxzFKakn6WUpsQZi/CQRDFjzQaNRh0hBHmeEwSaMAyRIqDXGdDrpBSFpywcWd/hyxjp62SpoSgyAgmNWkhSE7SmNK1JTdxUiEARJA2EjnBCYrxDakGtERMnEUJ4yrLAGoktqvQTb/tIlVPakoEp8YliYtODmNr0EPqlJSs8qXWUKEov6RkYZIYsg/ntNzH3068y6OwkXr+ZvLUBHc/SasywZ/s9T2F5IHhnhKMTa9eu5Y1vfOMRb8Ium8xPfepT79F6tVqNVqt1/wxqhDvFSO+M9M6h9M78N7byl28ao58fIZXlDoF2GvHyN5/K1961i6TI7rbeCXyDrBeN9M4xqndGvHO08s53+Ms3/Q39PLv7F9RhQDtNefmb38TX3vV/SYq7/z0r8JKsN/qedazyzghHJ1bFCf/fxpNYkw+OaH9nGsclp53JL86uvUf7JwXVE9gj3G+4t0p5lfd+J4D3fqcQYnY4fR3wnRXLbRtOu1NYAVYKlLCIIGRq/TkUZcriwg3cesO3GRsbY+3qswiaaynRCCKcByk80ntwIVpkCFlgKtUzFCsWq6oLVKCHlbXcMClKVuLGe6zQWGkAhfQK4UO8SsHr4bIeKKtoh1++IP3wQzBEUaVKCu8BW4mYoRiqFFF1mFemdQkhViRngXAOZwowBXLYyGA5DU0OBZD3IHAIWdWhKYocV2TEoaYo2ugwYmC6BJGmyDKKQUESRJRlRm/xVuKoRnfR0QxCxpsbyfxeyqUBcQzdoo1Kt8GCpLnp4STzc4S2T8fGhLU6cS1i/QQ87jFnEbXq1H/4Q4rLPkxtaZFqd4dPIYhKmMnlJwOWf1f6De/9AcdBWvA4dKGrcyE9CoETHuUEXqphH5LbHbvhdg5IlVt+CuGAaRBYhexb8i98mbIsaP7Gr3HeOY+i9nsB77/0PezZuwttLWVeYpHEgSRMInqRQpWOvKyaUkitKUtDWVqKokRKRavZRArD7PQUe/ZYwjDi2mv+G6UUUgqCIBg+UelBBwRBgDGm6ogchBhjyPMcJSUeS1Fm5IVDSgijEOcU3oApHA6PEBbtIQgkM6vGET4g0ArjDNZY4iBEJo7UFzjbRYfsq2skA4FQAmsdZVnirMNmhigKieIAoQSFgSItUKFABDlx1Kcm6gyiJiQl0ldRey8l1isG/XlKUuKozkKZMt6cQoiIgB7ZwOK1ZnLVRpZ2XX9XNHB3cJ/yzghHH1avXs2HPvQhVq9efbiHcrcwPj7OBz7wAaIo4l//9V/pdDp3uc7i4iKLi4sPwOhGuJsY6Z3jXO8MvnMLL/zTWfZ24nt25RwmtNOYP3jHg3lLcRWP+b21d1PvlIRlj7y0I71zDOqdEe8cjbzzbV74p3/M3k77nl05hwntNOUP3vF23lLkPOb3fvduf88KR9+zjlneGeHow0wYccnpD2az90eFv7NGaP7hlAfzUin5z4W9dFeUEToUrGdUt/x+xn2d03ewcMBBz6AQ4oVCiO8LIb6f9RaRTqJMiPRVoW+VREzOnszmTRey/ZYbuerKz5EOduKdxGHx0mEBQx9RtPH9FJeDEwpHgPAB0ms8EiEsVUF9gRcKpKwi21TRbSsFVlTpNMoXKAweBcKhRA4Ew4i5RKAqGSJKpLDDVDG/LE0QeOQwYo+QIOW+lLD9h7yqKbX8fxX5sZgsBVOCLcG7SmMJgfBixQ0OVW0aj3UlvUEbY1LEoIfOMprxJP1SY5jA5ZD39lBPpoi8pF4bRzeaWAl5OodXfUSjSW3yZCbXPgIvQtz8LmSh0UmNfm8vQaiIQs3suOLxF55Lc2yS8MabKD74L7S2ziOtZTkDbfnG91CREPsJR1Cltq9MX/PeYxEY4elLRaoCnIZSg1UeqyQedSDJ7L9+DnoBevbXJfO+ahjoAWk9ouwR/ttX4MOfRg7anHruOfzu77+MVdPrkM4TKk1pLT4OMMoRCYUrC0qTY53FmHKf4MEL8qIk1LBqagzhHJs2bGRxYQlrKwHUbDZp1BrEUUwSJdU14i2hkkxPTDDRapJEEWEQYEyOMTlRqAgDxeTEOONjLcIgwlqPRBOqqHpCREomJ1qsWTXF1FSDpBZS5DlpP8fkjlBJQu2o1wVxTRLGiqQeESURcS2hOdai0WoRBAFKScJAEYWyuiq9AivwRYk3AwbdnfS6P2FseoypDadTqJhCSkSc4JxH6QitNFI6hJR4HTA2Mcn4xCxBUGNuz00U2f1ult0r3rmfxzTCfYzVq1dz2WWX8djHPvZwD+UeYXx8nMsuu4xLL72U8fHxwz2cEe47jPTOcaB32tfO8fzXrOPbN204xCk/MtHOYl749kfwipdN0FssRnrnONc7I9452njnGp7/mlfz7ZtuvA8vnfsf7SzlhW9/G6942SvoLe4e8c5xzjv385hGuI8xHcW85/RH8svRxFHl74wry6WnP4S3PvIxtMLofjk2I9wz3FuDebcQYg3A8O+e4fRtwIYVy60HDpq34b1/r/f+4d77hweBxnd240yfrNhOMdhCUKYoa8jzJaYak5SdBW79ybfo7Pwh3V0/QfTakLXZctNXuObKT9Fv70EJifQGRVmJEFG1k8NXqVFVibyw6mDpcySmKuklByjv0NYii4KsuwOXd1jYcwNlugCixPkMJwxeghMeJyvx5QQ45fGyShVDKPAa4YP9Pytqf1UiSFTRfiEQw1QvpQK0UpiywHuHx4GsWnIMQ0j76p8hFFqHBDqi1ZggbXex5YCsNw/5Iom3xKpARwLjG5TFEs2wRLqc1vgYeZqTtpcospLG7AYG2qHGp2mufSRl3sG1ryGp1TAuJlIBk9NNHv1zZzExkZDctp3i/R9m7JabkM6jfFWLjZURruUfZNVld18kShxQH1UISaFAOclt0wG765qg9DghCKzHSF+J1H3Li+VrZ18DkgP/Z9//wzVQSDyOMvB4FM4UNL/8NfyHLyfsdDn99Afz+y96KRNTqyiynEgGmNyxtNSlTHsoYYliTRApPB7rLIN0gPMWY0vCQLBmzQxJHJENcvq9AePj44RhwOLiErdu2cKuXbtpd9qUpsRay2DQp8gzhBDUkhpxFBJFIc1GndnZGdatW8vk5CSBDlBKoANFq1XVmk3ihCiIiHSAMwZjDVmRISToQCKEQ2lJFAdYmyOlpZYEJLFGSk+WDUgHA1xpCIKQIIyw3mG9I81ysrTEmeqcRYEicB2MyxhftZ54ZoZND/051px8PqgGBoNVCXEyQ6AC4qhBZ6HDnr3bQQcsZgOU15S9/r2gmIPiPuWd+2pQI9z/OFrN5WVIKXnqU5/KBz7wgZHJfPRhpHeOU70z+GmPF71yhm9dP8vRZC4vw3nJFf/Z4BWvaJLNmZHeOY71zoh3jibeuZEXvfIVfOv6n9xX19IDCuc9V/znl3jFK15GNrd3xDvHMe/cV4Ma4f7HVBTzrrPP41ei+Kj0d7Alvyk0f/fwC0Ym8xGAe1si47PA/wD+Zvj3MyumXyaE+DtgLXAK8N272liedbnh2q9z0mlnsfXWH2IHi9Qb08StaUyR0lm4iZrM6W6/isGen5ANUmbXnYSIx9i5fQtZ6pnZcGEV/TZdvAshGkMIh/YW0HhRAFUcW7icpYWttMan0GoMYSWmWGLb1h+zd/uNqECzfsMZbN9yMztMwaYNa+lkBWs3nUFYXw0iwAlZ/fUBXpW4fdHv/akDchjc8ytunOofWyV+Dbsxe6EASThsYBBEMV5pDAIk+4XQMFovnMc6kDLASwNK0uvsIZQGF2gGvYxGs0HmHE6WDNIOg3QJ3bQErXEiSdWAT4aknR55kRPGdVozJ6Bcn87e66k1N9KqrWGiFfDoR5zGhska8Z7dpB/4EK2bbqHUltgGOK+BHIHAO7/vO5hg2IVasH/sVaYc+w6Q8ETDWZs7AmUlQkoC53FSEJrhcVP7yacitv1pb8uJest5cpWQHEKCsAIvLMJ5Aq8AgRQZza99l64R1H7rqZx4xoN4yav+Pz7+9+9hcXEHt+zdhrQeryUq0JTO4L0fpgB6tBZ45whDQVILWbNmNYuLfXbt3k0YRSwsLuG9J88LEALjHEpXUWxrSoIwRkcR/UHKYJAShgG1pE6r1SCKQjyOPM/J8xyPIYpjkiTBeYv3DmsMzoF3ll6RgxCEscYYQxgqlBIEYY2yNHhr0YFECUGeZjhXmV1K6uoUSE1pM1xaUBpPUTqct6ggRCpN1p3H6RZ5tpdAjbP+5MeQ9j3NiVXgBEJY5rZvwQ12Uw66aByLO29hjq240DNz0kPp9xdg+30ilO9T3hnh6MCqVav4yEc+ctSayyuxXI/5+c9/PktLS4d1LCPcbYz0znGod3q3pbzoFS2+dc0YR6O5vB+CL3x5DPU/Pe9468JI7xynemfEO0cL79zKi17xEr51zdX3wSV0ePGFL38V9T//kHe89S0j3jlOeWeEowNTccI7Hnw+vxQmlDY/iv2dnGfrGvZhF/Lq73+DTlnc78duhIPjLg1mIcRHgccA00KIbcDrqYjnn4UQLwBuA54J4L2/Vgjxz8BPAAP8gffe3tV7eCfZseUavN3BnoXdUEZI3yTt3EB77y1E9UkW5rbS63YJdMxkq8H89pvwwTg2y2nW1zMx1iJPd7Lj1quYaK5nev1pWOkoSoOQNWTgUaJEuQGdua3ccO33aI2vZvMJ5yBEye5tV3Hz9dcihWJ8ssHV3/sntGvRTKbZs2ULLpxkO5LJNRXpKxUADiVKhDN4IXBe7WtLKaqeszCcXkV5qno21ho8HqH0MMVLVR+sShFGcXWTeg/eItXwZhP7DhbWGoT31Qdfb4CSCUonFP05hLM4k7F3t2F2apZBtkReZFjXw+R9ZKrop32iOECKGULpqeUFWa9DMnY65eRGaO/BLWxn8tQJHnHeuWxY1aC1d4n8Ax9j4sfX4jAoX0WntKsaKbAisrQyyiQQCLeyQ/X+KNgyb3jvkbZAOIFjOedG4AQIHPj9KRcHRLCGTyiwb52Vb1JNs0ogvEZ5B8LhhMD5EOkEje98n54Z0Hrus1j/oNP4Hy9/JZ/60HvY3d7DoLQUeVXvrSxLnAdjPYEOkEJhXUEYShrNBmmaM8gyuoOUvXN7yfKCKIwRUqOUI4xCQGCsRSuNEJJBmtPr9cjznIZooHTAUrtPGBUkcUReGISUKB2gA4XzBq0FZekAsMajlCSOI5x3KBWS5xnWWISQCCHRQYiwBpynyIqqW/IwqlcWJVppPB7noCwNUiqEAO8teVHQ6+Zo7ShlFy1KGuMnEsuciY2bWLd5M4UI6S/uRMZN0rkptt14JYEtMb02LlSccc7DaLZO58YbruFWPndXNHDg6XsAeGeEIx+rVq3isssu43GPe9zhHsp9hpHJfORipHdGemfDqgb5FsOLXzbJ139Y5+g2l5ch+NzXxvGvMFzydwsjvXMc6p0R7xwNvLONF7/sD/j6D6+8R9fPkYzPfe2r+Fe8gkv+7s0j3jkOeWeEIx/TSZ1LHnohvyIUzpVHvb+jnOA3owbioY/gVT/8Lt2RyXxYcJcGs/f+Nw8x6/GHWP6vgL+6R4MINFm3w8LWJaJIghqjOX4CYV2we2En22/+KQEZKE/hUyw1Vs2shkCwtLgbKTXdXd/lpq3Xs+u26zl181kM5q+jUIrZNafSmDwJjCRNF+nN38iN136ffrvHTKvOnh1Xs3d+G0u3XUfWHTCz7hRqQczupQ6OOfb2t7Ph5AtZu/lhBK2N6FoLtMS5HFd2KdMOlAYdtwhq4whVw6GqmmTD9hFSSrx3SMB5i7MlANYZvBeEkaIoc4SWlKVBSI0tcpz36DBEqrCK5viq7phzBWm3zVizRhl6iixDJi2MiFBSMC4Ni+Vt7JrbwvSqE8nTJRCKQHtM2qUVhxQmRxOQZfNoCYVTdBa30M8GNBoJUSl5yNkP4tSNU4T9Lr2PfZrx71+N9xA7Cd6CKPASRBWCuv11MIxE75vC8he15cjX8uvASpSwOAlVB1KLcopSewQOZfdHtw4FMdzevnSK4XSrIDAgkJSqauCAkwgEgTEk37uWfnE5sxc9k2TzWp7xOy9gYbHN1ddcReYKXN/gXdXd2jqHFRYpoZZENJsJtVqdvXMLXH/DLSy2O0itEErQTwc06+Nor0nCCAFY47BKAJY8y0kHOVEUkKYZcVTHe0GeOfK8h/cGHUjKwmAd4NNhPThDEsWUpcFag44kxjic8ZjCUeQlzpeooaiJdDBMGXM458mLshpLacALlJYIL9BCI5Uk0JCXHo/AGhBKoZ2g7Ge0zVbi2/6LSZ9TnzyDKM5Ixutk3QnKrEM8MVnVuQ4i4sm1pH4cfM4Z5z2CH37+njDCA8M7IxzZEELw4he/+Jgyl5cxMpmPTIz0zkjvBL0+73xryVe+f3SWxTg0BFd8fRpe5nj3W/aw7oTVI71zHOmdEe8c6bzT5Z1vfQtf+f737slpPSpwxde/AS97Je9+y5tZd8LmEe8cR7wzwpENAVy07iR+lQicOWb8ndAYnpmM4x7yCP74qu+OnmQ+DLi3JTLuU5RZj6y/DW8SplafRK25ltyXhFFM1JqiMb+dyeYGSmcZpH1M4bn55u/RHE+IRExpb2bLtV2KdIBd2s2O/y7RoaI2tYpYBJSlZ2JiFpEvsOPWq0iXbiPrFMztSJhZv4b+/C4WdmwjUJJuZydpejNjdYEtBZmNQUZoFRIKh8t20d6zk+23XEN/aRtxqBibfRATMxtIhCNSAUJKqkNb1ZMS7L/hyqLAlCWBqtIFTFEiohgpPN4UOGdQUlHk/arJgfOgqhtGCAfeEASKbpkyP9dGS0Uc1clMSj/v0Dc5iRbo+gRJUdBd2kWStMj7cwwGfXRQJ8u6lKVH1foEjRY6mSFOQrqDXZRLW0hixfmPfTRnnH0qYW4wn/wU8be/hMEhvcagq5prGLBUXUCXI09VAbSDn+jbLSNElZpW6KpBiHIe4QMcHqMk2rmK6FDD1fdHuFbW62FY/8dT1V1zfn9ELbBVAof0AmmrpxvwFqsUpZcIB2M/+m/yf7yM+v94FjObT+T3X/ka3vnOv+Wn1/0YYRz9QR8nJdJ7pJQ4V2KGtbXy0jK/1CaKI6aCCYQSLCws4pygNJZASaQUWGPQSlWF8IHecP1arYZzDmc9xljanTZRrImTAGM9UVI1n8jzjCTWJHGEtSXgKcsMKSTWOJwTuMJh8uppDq2qBBMPWOtQSgPV3zBQlFJgjcOUObZ0KKnAggwgDDUgCXWI1hMoBKpWY1A6unMLLC19hZNON3gv6Xf2Mr/YZaG9l+bUNN05z+SaDazZfC6qtYpApyhxh/jjCCPcKYQQPO95z+OP/uiPDvdQ7jc89alPxXvP7/7u745M5uMII71z5OodnTkuv2SBSz5zBseWubwMwRXfnkW+wvL2v5tj5uQTRnrnONE7I945knnHcPkl7+CSz3zs8F4k9yOu+Pa3ka/4Q97+d3/LzMkPGvHOccI7Ixy5EMBvrFnPK2ansRTHnL8jneC3kymisx/Oy6/+Hh1T3g9HcYRD4YgwmL2z4C1pvsTS4s00GzViU5LtztF5m8np1Xg/oBk7gqggz0oaUUw5yAnqEmEMKlhkvBlQZDF5PkCIBnl/nr23fJ1o949YijTeO/p759HeEKg+7T0/RNubEO2M8YanliRYs4uyzLBJwmI7Ix2kOHUlt173HeKoRr2u8R527V1gYmodGzefz9j6M0gaY6AF+DqCAjB4oat7zVcRFjyEYYzwYIqMMApwoqr9JbxFuQznSkoUoXYUOeh6BJKqCQVVZ2alFFOr19Nb2ovJU7L+AqiAmZlNNJsNvPf005R0YTuitxeTdfECNCU6jslKjXbzJAKcA+UFInTIUtJoruPhZ81wzkMeQmxLxGc+R/jvX0bnEDiB8AYnwQiB8tWTA86viD6tSHGwMOzoC4iKIFjRcGM5z0F5AF2lUwiH91VdtWrruqKWZVK5Hbm5qnvI8JUYLrPiq+EwZc5JP5QB1bLL3aidUAjhiH9yPb33X0bzot9EnLiZP3zVa/mn976bH139HUSgcYGkLCXCS2xuydMCXIJ1ml6/S6OpESKgtA5jagz6Jd5BFCtEANZVT1bU6wlaKowxlKY6FlqJYXdgQ7OVoEMFSoBwGOfBV4JFCkVZlEghCLXGlIo0dVjnsabAlhalBVIohPcY4ymyHOcKAhXgjUZITRyGVRdtJxi4krJ0uGEqFxp0KIkSSWlSysygmutIovVMTbZo77oFO9jD9nwPmXU4t4gIGkwna0jGN7Nm7Qm0Oxlp1kWXXbbf8k1McZ81nxjhOMCyufzud7+bRqNxuIdzv+JpT3saUD3J3G63D/NoRnggMNI7R6beCa3lk+/p8Kd/fwaDMjzcl8n9CMFnv7sG9zLDO9+yk1WnrR7pneNA74x450jlnZJPvucS/vTv383gGH/K7rPf/S/cy/6Qd77lLaw67dQR7xwHvDPCkQkB/MbaDfyfE8+gZavayMeivyOl45nNMeyDz+OVV3+PbjkymR8oHBEGcxgqVs026acZedZlfu+NFMUOCpuTZxaXO/r9BTZsmEH4kjiQNBt10gyKvI8WAdYYhBRMT0/S6eYopanVYoR0zO2+laLIaLYauKJECY3NUwZLBXnXMLW6TpQosmwR6zRSJOze2UfgaTYi6HfIOxmlWqAca3H6Q36VVZvrqEQwvuoEauOrETICacHJ6mYTAissCIdywbAGmEdJjZIhRlmKPCUbZBg8Sa2GsGBtijc51jmCKEZJgaBqVrGviQUCoUNa02sAgSgtg84i1nq8k6R5iXEB9aRF2d9Lqhqo6Rb5zusQ7QXCVhNPnbS/AEWBUlM0AkFp4axzTuX8C8+gRgj//m+4L/4bUW7QHrC+unMdyGGds+XMCO/9vjo6cGC6w+3jqlW99jsut4zlGj7ee5CC5SDWcvracCGGFYAOHVFbTtPwy+uJ5dX2QUtDaCRWRMQ3bmfwj5fTet5voE87kRe89OV86P0J//WNL2GKFLTCZwJfKKxUhJEmG+TYErAapQSFqeqCOauGDSIMYRBgraPT7lHkllZzHESIFwZjqi7cUgqMscRJSK2ZkBUDiqIkL3KKPKdeS0hTQ6A1cRQxSEuM1eAlaX9AkVmkFERRAFojZUBZ9ikG1X6qRFEUHhVE9AcgSEBZhPco7bDeYDWgBSIEryGpx2gJKvHUEkct9tAKKYKIdncP3UEfpQy1hsf6AIQgrnVx/QGdfDvelnT3bKHIB3dNAiOMwPFlLi9jZDIfXxjpnSNP7yREfPYf2/zJu06mXx4Rsvh+huCKKzfgXum55G+3M3vm6pHeOcb1zoh3jkTeCfnsP76XP3nX39E/xs3lZVxx5Q9wr/xDLvnbNzF75oNGvHOM884IRx4E8OsbNvPGEx7EmBXHhb/zjNZqxJmP4JXXfHf0JPMDhCNCSZdFiTOWiVYdpT31ZkBp+gy6fbqLGd5apPJk/QHeeRYXltize4FaLWas1SAOIxCCTreL85KicMRxgikFc3N7GXQGRElEq14j0p6y7NNIBC7zdJd6lMNUmMnJKUzpmZqepczmWZyfBy8RSZ+oIanFTRozG1hzwimQNEmzJXKTI/M5gqBBEIRVFN1DVWvG4atWl5UY8lQ1Yjx4JEncQHqJxSHDGkXmSMKQMu0QJzHIgOXkACGWuxtXFcccump4QRUVD+sJe3fvpEZCrdmiJkN6O/cioxZZz5LogNmTH81g7mbS/hy9/oDxZJFadAKqNUHW2c3pp8xw4QWnEscK/eXv4D51BfXuAOkVyoEUy2kK7NtPv7/0DnBHQlkmH7E8TwyFIewTcivXWf5vH6HBsEfpsuhbLhEv9tXlOSCdgiqlY/942Lc8B2zDL78RVoB0IJ2hvmULxfs/Rvw/nk7rzAfx/BdcTD2K+cqX/pW8KEhLgyst47UEJWBxcRHhJViJsQ5BiC3TYQORqkC+ElCvxwRa4Yyk3e5ROo9QgmzQR0nF1OQEUgqUUnTbbfIyJYwDpIBAK/BVk4jclAgCssziPbR7i0ghieMQ6zx5YdFeUroS66i6bgswriA3FvKAwGvwOfiSWAZ46VHeIyOF0BIdCAIlkN4gA42WKf2lm3FFHR068iLFY9FSkw06eA81HM726C7cjJKV6BPe0WnvPOTnwwgjrIQQguc+97nHlbm8jKc97Wn7ymWMTOZjGyO9c2TpnShWfOEDhle9eT39XB3Wa+OBheALV23kD/7I8s6/2UrrIRtHeucY1jsj3jnSeEfyhQ98kFe9+Y308/ywXhsPNL5w1ZX8wR+9mnf+zRtpPeTsEe8cw7wzwpEFAfza5gfxls0nM5sXx42/o7zhmZPTqNMfzsuu+/7IZH4AcEQYzEpphIQ8N5TdgnRgaDbrxDpialyRJE06nSVMAUVhSQcGqTQLaQ9rBGMtR5HnOCGI4hClQAhPmfeR3hIEklqUYAuH8SVSOcbG6gx6OUqBd448K9id7cU4z/zcIkII8mxAmTrWrmkxtmqMuNUkjCx7bv0a3UwRtNayesNDieUYUoMTgNYILJIShcC7EKczqk6ZCoHCCzBlAcITBDESg0egogSXttHC4JxHh7KqKSOqrrNVqMcP4zqyEj3DiH1Qq9Mcn8SbnHocYkRIXhvDmy51B82ZdZiiy9Smh7G0uJX5n3wTFQS4MiX0JSdsXsWFP3cijaRG8P1vYz/+WWqdFIVHuCqw5YUfPjUA+27gO/lQ29dNtHpRPRGwoobPPuJYsY5nfy0euYKYDuguuu91RUIHFH6/3Xhu35nU44cRs+EYvMZKj5MG6QXOOupbt9F//8dpPu8ZcM4Z/Obznk/uHF/63Bex5QCrDGtWraJ0hn5niSSpEeiAPM9RWlOLG/QHcwhviYIY5x1xHBAlMXN72qRlQVlCYRxRIFFaUZYlQkiyNKuaRThPZkqiKKCW1DBlibMO7z1ZniGUwhpLFFsajZhAx/TTnPZSj7wwBGGMtRavQnQQETc0lowsS4nCCUqToaXDWEuoFUmgUUrhqnwXojCoPiuUoMx7CJfTmZsndwWltSgRYXMP1qOWu3x7gxYWkxusBYkgTGRV426EEe4Cv/RLv8Qll1xy3JnLy3j605/O6tWreeUrX8l3v/vdwz2cEe4njPTOkaV3vvPpDq/861X0s+Pxc0rw+atPYPfFNf72z9uc/ITmSO8co3pnxDtHGu/8M6/869fRz9LDfWkcFnz+6qvYffEf8Ld//npOfsITRrxzjPLOCEcWfm7det588kOYTvvHpb/zrMlpVj/8Mbzm5mu4as/OuzxeI9x7HBEGc2ks3X6XMAyQUrG01KbfywmCECkdxi7R6XUI9JDE6zWcdYRRRGks/V6KMRbrPUqFBKFm7949OOuJo5g4VuTFAIQgzVKszRgfAx2GjI3FGG9o1iKEkOzeO48xiiSuMTM5ThxJosjRX+iRp5bWjMEzwUmn/QI7F3eza/uPOPGER6DjaYyQWFkghSdwMd70cTZHEKJUgPXVzae0IIwD8n6XwpYIAUmtREhBGMXYrEc5/EDpdnvUWuNVqShcJYQY1osSVXqA8B7nNY2xWbpz2yn6fXQtIkgmwRrMwo+wWQ1o0G7vZKIek61ai84WoT3HpNjLYx/5RFqNhPDa6zAf+RTNuXnUsCKZFBX5VBF9WKYMt+IcLkekuN20/TkL+8lmZfRqmIh24DqwL4VCUO3fPtJiX9YGYjgGsVz/Z98S+8e4/DQC3u2r8bO8hBACJwSBrQSlkYLAg3COZPtu2h/+Z2rP+Q3Cc0/neS94IaFo8IVPfRxiWLVxNd35Ab16Rqg1+Kp7sEaS5xkKRVEaakmVtmVcVbcrSiRxPMZSO4eBQUlLFGmKIkcrjRQCJUKE0HgcaT9Hq5BAhwTa45yltCUCR5hoGsEkzjksllo9YpBV90JS00jlKFxEs1nDloPhMfQUWYlCkoQxfRyZM0hr0IFCeImUAb2sQIUCYQb43KNciHWCtCwpvSfUjjLNCUNBmZcU+YAwDrHD8dnCV92RUWTp8ZH6N8K9x+zsLK9+9auPW3N5GRdccAFvf/vb+eu//ms+97nPHe7hjHA/YKR3jhy907lyB2992wT99Hj+ci74/q2refXr4Y/6hsc8JRnpnWNQ74x450jinR/y1re9k356fJrLy/j+rTfz6te/nj/qD3jMU35lxDvHIO+McORgKox46cx6Vg26x7W/8/NhnTecfCbviGL+fest9+pYjnDXOCIMZu+hLEuiSFVRyFpAv5eTFYap6Rbd7gITE+P0+ylpPqBer5MOUvJsgCktuVC0xiewpWF+oY0QjjRN0VIjcURxSL/fw5gqiilkiPOgo0pEaBvijKXeqPGg6TG8cBhTIJxAKs0AS2g9CglFRDQ2xvadP2LLzVeRqAn6e7Zy6tmPpD6xmTCKMMWAQbfDtq1Xsmb1JsZnHwaAktWN4qlqhnlhUaEgH5QE/UVEEOGNxzqHCjXWGkKtkMNoJ1IyLDiDHEbaJR5nM7KiJIoTakmALwb0uhYVxBitqdfHKfbshKRBkZYM+n1UsQBSs2bjRi58zENoTsY0briZ9CMforlzL8p7tBc4Erwo8GKYmrCc08CK19wxdWL/ud1PHitfL5d4F4gVdeP9yhryB0SvGJLWStIbLrVvS7efjlgZPVsuFL8ifQKQOEql0F4iMRTSodEgJY09u8k+/GmEzWid92Ce+4Lfod5K+ME3/w2ROnr9gtIKiiKlFicURYkOEqy1RFFMoDVSKZysmkQo7ZEqwBlHs1kjz7p4Z6knCWmaEihNURQ45wjDgLwsMNaSphmtZoPJyXEGgy4Oi3WWwhQYE1fdkSkR0hCGkijSRKGg0RxjYDy4kjAICIOEJXoUWZtIK6anVxEVhl6nTS2uk2cGY8HmBgKP8lBaBdZRuhznfdWowgmKApTQSAlCVk8EOG8RUqNVRGZysrSEwpBnI+EzwqExOzvLZZddxuMe97jDPZQjAueffz6XXnopF110EVdcccXhHs4I9zFGeufI0Dv5tfNc/JpVfPvG2cN4NRw5+MGW1Vz8GsO73RYe/TQ90jvHmN4Z8c6RwjvXcfFr/pBv33jDYbwajhz8YMutXPyaP+bdLuPRT3vqiHeOMd4Z4cjAZBjxjrMfyi/GEyhnj3t/59FhjVPPehQv8fCf20Ym8/2BI8JgFoC3kn4X8rxgzdoplLIsLHbYvXc3oaqEUFEYEJANUmzpsIUnkBF5WTA3t4S1jjBSzMxO0mi06C716XZT+v0MqcG4FElIGAY4D1PTUzhryDJHFEoazZgw1ngBziZIBKYsKRe7LC1lOOdpmoJebw9ZPsA76PmS3kIbip00JmYZn5xh587b2LNrN91um8b5T6U1uUQgExwBHlVF18MIb+sUZYHHMFjaTX18BqVjTCGw1hJEmloU0xt0SGp1EGrY0VMeEDOqOudahM3odeaR3pK5lEBJyn4XHySIOCMII8KgSbbYQYuEyYlJnvirv8amteuIt28l/fA/Ub95G8I5Age5Cgmc308+gPDDW9kPp60godunORxASn5/84wDcEDew/6N7U+9qKJP+xbdt5oYhrlWFIzftymxb5OC/aR3CIpE4XBS4oREeYGrKrghnCRc2IP80OfIrUU94jye/azfZHK8yZe/+K/0+yWKGK9CytIRx3WK0hBHEUVR4B0UthjWjWvR7/UItEEKQ55n4C0Sgdaaeq1WPR1iS8IoRIeS0jmCQGGtoTQlvV4P5yw60BhnwVbNLowvCSOJCmC6OYa1jiIz4AyhqurTlUVJGAomJmv0Ojl5WrDU6xAGEQqPExIjFIv9jDiukSiN6Q7IjMQJA7IkCDVSgLMO60tkGCJ1gPOWUGuUkOCqj4MkjEg7OUUOpfUHPfIjjLBsLj/+8Y8/3EM5ojAxMcGHPvShkcl8DGKkdw6/3unf3OZFfzzF138yxR2/vBy/WOxq/uC1G7nE3spjnx6P9M4xpHdGvHMk8M4NvOiPX8rXf3LNYb0WjjQsdrv8wWv/Py6xjsc+/Zkj3jmGeGeEw4/JKOYdZz+cJ8UNhLMjf4fK31lVZnzgQefxu97xpe1bDnX4RriXODIMZqHIBoJGq0EYWwZ5RqNWZ9OGk9g7P09vaZF+t4fWiqQW0+sMCHRAoCJs6XFOoKTAWkjTkt275lFKYYqSMIiotwKCUICwSEKyzNJpDygKT71WRyhJXAtBlvQHhsFAM9aaoTApWZqDCyiKDsY4JmemyHKLVy10EtHttBmrO3bv3M32bTczs2oc5wJsplBes3fPLahGQBC1qI/NoqMxdNBAqZgwaGBtnyQR9NrbKQJNNLYepQN0oJBaY02BK1JEHOGlREgFVLVk8B4lJfgAV2RILZCEWFfSao2DKUiEREYtTNHFOIE0KZRj1Gcn+cXHnMvpmzag9+xh8E//TPO6rTihCYzFKI/wBocD5HJZsn0BourG3h+p2kceVVgKWE51WGaCFX/FcrfPIYMt50QMt7PMIcvYR3770jHYv/0V8/zt1zugPSkHpFmIagISgcDhhEE6BU7ghamixD4m9AVmaS9c9q/IQiJ//nwe/6SnIWTE5Zd9FG8kQgiSSCIo2LlrJ0pXwrXIC2QsybKS0HmETyjyAUoarHV4ZwnCgLIoqdUSyrJLECjCUKFDQV5Ymq0a1rqqHhgQhiGmdBS5RQcBhoxIC6JYoEIB3iDwmDKv9lFAkRnyrEQ1YqQKiBNNWcAgMwQ6xGlJ3xqKIKQ+M4EpLFaWxLIaY+YNViikjFFaYosMa7OqI7MTaKnwxg2bWFSReDMooXSU1h9QlH+EEZYxMpfvHCOT+djESO8cXr2zdFvKi18xxdd+NM7IXL4jFnsBL3ndZt5ttvLoZ9dGeucY0Tsj3jncvLOFF7/ipXztRz863JfCEYnFXo+XvO71vNsoHv3sZ4945xjhnREOL6aihLedeyG/Kmo470b+zu38nYCMvz/zfC728B87RibzfYkjwmB23iHQCNVk7YkPZdfu6+jt3EoS9LFao3WCwGBdRq+b4mxAECh07JChIPAtrEmRQlOaAu8idBDTnCgxpSHLC6puwwqbW/K8qmmU5xlRXGNqzFPkOfNzOV6ENFstjPPsWejgEfQ7jrwIca7N7h270FFIUq/TjFvkPZib6+LLECED/HRAWhZ44fCmYHHnjRTFHNNTG6lLg7c5JgEZhYBDCIOzglqtRa+zFV1fSxjWEeUSzsU4ZxDO4R0IJNUt47CuGN5EEu0LvBb00x7GQq3eorQlQX0MHQm8dgTS4XsdkjBENyZ53AWnc/oJa/GDeXr//C9M/OAGHCkakCiMlyAcAll17x3CU0Wq9t3Kw3pn1QtW/K1YxQtxEPKpxMJBI2T70h5WpDr4Ifn4A95g/7orZu3PxliuA+Rxt4+8AfiK6Jzw1T46ATicEHihKrISJYV0RKWkvjRP55Ofpp5bisf8HI9+4pMIGg2++LWr0bLG4u6bMYNFgqCDkCm1pIZSil6/h9QZ/XQbpbGoQFcpd1IQ1QLyQcYgrdKtZHUzkA0y6rpGrV4niASlsTgc1nvyvMSYnEBLJII4UngJ1hvSnsFmEAUeLUuKVFZ1lYxFeIsrLM5bnPPEsUIoUMYRxzWyQU6vNCRCooMQWQsIjUU5iwoiSuHxpcMbEEIjdQROkg1Kas7haiFWSmKhEKWik5UIFJG0eK/o3zNKGOEYx+TkJBdffPHIXL4LjEzmYw8jvXP49M7CwoD3vXmJr165gZG5fGgs9QP+5+vX877iVn7+N8dHeucY0Dsj3jmcvLON9735r/nqlVce5qvgyMZSv8f/fP3reF9h+fnf/O0R7xwDvDPC4cN4FPPcjafy67Rwvjfydw7h76wXBe948Hm81Hu+tPO2e3GkRzgYjgiDGQ9BGCKFxeUZq9afgV9/Ju2d12IWfgrCUK9PYW1EXnTIbYq1AXZQ0mw2KW2GdSU6qlFrTeCFZnp6kiAY4EqDTQXznb10+4tMTYzTGktoNhtktkCGntJ4rC0pzQChDEqXFEWPIk/pdVNC1UAHAYNBQi/LaEYCIR07dt6Ic9CaWkfW69GqRRSdNtYWJI0Z1m9+BBtPfAgimSDQCeNT0xgJVoY4LxBugCkHtOoNenIW0V/AdG9DrToNle7FpCkFHm+rOJMWsiIAZ5GAtRa8pTAeKQNiCbkwaOXJM4M0GVrWoHRYD77VwJUpj3nEKZz6oNXU+xm9j/8r9W9fgyDDaE9YViV4/DCa5ARIv4Jbbp8GsYIEbj9jOeq0P/I0XHAll/i7+Jq3Yr7fV6GnGlsVp9pPUreP4HrnkF7si7LdYb73FbkKsCuGKLxHCY/D470gk4rAQ73dQXz8Cmw5IPil87nggkczs/YcfnjVf3O9MyzuEUyt8gx6W0nCkL1zffCWMrN4IQi0JoqC4Xs7vDPk3tHtdKnXanjnkVIitSLPC+JaSFE4pAioJxGmKDHGEIUBUajQWtLLc2QQAAoFGGfRKsZZjfcaIwVWWrxydAcZgVJY60AqQJErQ0DMwiClyA1OCIrQMT2+jvrUOH6wk9hbBrmnX5QUeY73JVJ4rJVVE4vYo4MamQ0owhwRKIyuU3qPdR7v71hZaYTjF0IIXvjCF/Jnf/Znh3soRwVGJvMxhpHeOSx6p9bLeefbCt76qXMYmct3jcV+yO//5Wb+3l7PBRclI71ztOudEe8cJt5Jeefb3slbP/Wpw30FHBVY7Pf5/b/8M/7eZlxw0TNHvHO0884IhwUCeO66k/nT1ScjTDryd5bf7xD+zgZj+eBpj+D5zvEfu7fd2ahHuJs4IgxmAUSJoszadHdtpbH5DB50wS/T3nMSt3z/C/QWdlIYy/TMOGVZp9/JKMsBRZGjlCZMFIKEPNPMrlpPYTxJLa46H/cHCO9oNGvUGjFTs2vJipC5Xk5ZtGk0PN4arC1wCKR3dDpLdDsZHoXwFuEXsXlG5BPKrMBJhZWa2Zk1WCMRwlNfs5HG2CZ2bbkRYbu4wqPrdYraDJOzswQ6JvMlKIHH4EtD4DKy3gL1MCCI64xNbGBx4UZqqzZhvEDagn5hGG800GFY3WreY0wB1qAkVZONsIntLiJETtJs0u918HlO6TLkZJMi76J0ROxSHnLyBGeevolamTG44vO0/vNbBGUfKwyxcQROYaRAeIFC4kWVhuC8309CBzuBB7yuJrjleWLlrAMSLu7AXfu7jN6untRy9Mv74eargvFCyP1b2FenR+zb+PJW/IoEipWpFtUqsiInVzXzwPnq/YVHOV89kSEFYWmwdgH5mS8Q5z2iX/wVTto0w1K3yzU//THx+CpKKSjSefrdHp32AKVltU0hsM5Qi5oYa7DOU0rQSpMWKYuLi0RhSJblJLUEY0uMLdFBhFKSZj3GW4szHm8t/W5KvVbDlRIhJNY6rPPoIMQ6iSdGBiFajWHzktL2KXKPFSWlyVFBhDCaiVZEK4rYYiSQ0JiYJZ5K2LDxFDp799DtbyUIAlqN1TQaYywtzNOZvwX8AIGkEQV4byhNhhAFhbHIMGFs1SpUryDPUrTStOfmDnLnj3C8QQjBb//2b/O6173ukI0jRrgjRibzsYOR3nng9U5S5lz2vjbvvvx0Ruby3cfiIOTFbzyVS4of8fjnhiO9cxTrnRHvHA7eSbnsfZfw7ssvO8xn/+jC4qDPi9/4V1xSpDz+ub834p2jmHdGeOAhgKes3cRrVp1AYgYjf+du+jtT0vLeM87lhd7xH3t2HPzgjnC3cUQYzIiqvtWmDZsQMmGxu5Ndt9yEjms0NpzP9GzK4sIWOp2tlJll04ZT6Xf3sLi4izITLC318BZ0kLCgF2iMNWl35kjTJZwrsNIxEbfQRKhwirWbzqAoJbtv+zGq3E3hLM4LyiIjywrCIKcsqw6zjXoDZ/oYX4LUqFpE2IwhqlGIKYJaSH9uiZnZE1jo5UTj6zDpHLXxaabXnsnE9BqUFAgPtrQEQiOEpNfNCAOICBmkGVm6xPTkGmR7B9ncDRgaNKQhUpI4qcEwqi6EB+eQwmOKgjLtEQUJQRTRX5hDJwFZ1mWsNklR9oi0giDCiZJzT5zh4afMkHiD+8KXqf3rl8EMyJUjcALlFEYqrBBoDwiPF75KkwAYFlu/HTUc0L9zGfuIZBhfWpnawIrI1L7o0+3SHKqX+5MpVv7jh+kR+9fzK4hL7CMi7z1WLBPXgRtZJj0FKOfBV9WGLB7rhxFuPAKD9xaPJtWayAniPCf9wtfI4hbhLz6WifEG9eYYeZCw7cbr6e7ei837BDogihRSCIIwACGQuiLHIsvReLRWaK0pypJGo4FHkGY5SE8/H9CoQRwJyrKoInZAGMSUXuKdRBBRlK6K0CkJGExpcE5RlAaTepKkRUWtkuGu4gio1aeRMkJ4w8SqE+n2csLWGPVGwMLcTXTnd2FtTlgLEXEEehZlx0iswhdzeO+wtNFBhPAekeXIOMQqj1cZUVKjOXUCUgZs/e/v3AkBjHA8QAjBb/3Wb/H3f//3NBqNwz2cow7LJvMTn/hEfvCDHxzu4YxwbzHSOw+o3omd5dPvzXjtu89gUASH++wfdVgaxFz85gdz+dgPOP2ZJ4z0ztGqd0a88wDzjuHT7/0Ar333uxgU+eE++0cdlgYDLn7zW7h8bIbTn/mMEe8crbwzwgOOX1+3mbdvPoM6JbkY+Tv3xN9ZrTz/94yH89T8G/y4vXDnB3qEO8URYTAL4RHJGL6xjomxANnZSaNYJIxnmVx/Cr3eLqZmN9Jp38Jtt36dTn4TCMOatRMM+hmdTtVxtciX8BTkdoF6I8YUA6IoYHysxcKuDt4ochVQBpIgTGg0Spb2dAnCGB1oisJjypIszYiTCKk8tUaDXTtzVBDSSBT1uI7xBhVqovpaBqVhPlukPijI+yVBo8YpD/tVJmY2EdcnUAK0iPHWQekR2oEQxFFIkXdQocI7iTMpgzxl7dpTuPWW/0LGU0TNcaJwAqk1zjmE0uAszhqkrMSPtBnkbXKiKrIzWER4Q89I6mGMy9oIU3Lm2hrnnjRLGCjMl7+CvuILqCxDOkHoFd57SikxUhBawDuscAi/v4Pnyr8rnz5cmdjAyqcSl/91bn+RdudB+mH6A8AdCe32OFj30gOnHWILQiBkFduS+7qMVmy0TKqltBhAuyoUZxBYBFpIAgSFBOkEkbUgFVZoBJYoyyl2bieynlBqAqlo9/ukgx7dXhtNwczkNHhBWRictUilqMUxURiQpQNKa1GqEj6lKQiiiEGagYAkqaGtJNCKVqvB/PwctizRshI81kC/P8AFIQYHyhPXA4QsiMKIpNbCek9nsUORz6EjjdYxZVrgDHgkBk0uxjDpDurNKZzMSWoBgVD0B4tICvIipDcoEM2cqKUZG5shagSIwQTCGQZZH2k6BGWHUoBDEPqcMl0kbDVozq4jy0apW8c7ls3l97znPSNz+WfAxMQEs7Ozh3sYI/wMGOmdB07vBIHisx/M+aO3nUQ/PyLk7lGJpTRmfstgpHeOYr0z4p0Hknckn/3g+/mjt/0f+vnIXL63WEpT5rfcOuKdo5h3Rnhg8asbT+TNJ5zOmPEjf+de+jurBEwH4V2MfIS7whGhuJ1XdHsd5rsDbLyGIrOonf9FrZfg4hOpjW8gijLm9u6gFseUA8egt0iSCOrNkHWbxjGlQ2tBEMU4YcGDC+uMN1oIY0mCFqn3dBeXsGUHvCdLq87IE1PVxddsjtFqTgLVhTtIOyzO7yUQMY2Jjdioh6q1aMYttm27hfbWaxlvrUbYJdK8z5kPeyzja9bTGF+LVjUEJUI6nCiwxlC6FOkCEJogDumXkJqSsfoEQbIGKQS5EYh4mv78LsbiEBVPYUoDQhIojRRgyxyPxTtLqzlOv9tBhTlJUsdbCH2HsugSJjWy3jwnb5rmYedsJo4F4be+SfEvnyHq9pBWDAvyVKkI0gm08wTO46QDD9qBFQeSwAERq+VpywRzQCF3VoaWqpe3W8+L22VgrIhQLb8WKwr67At8DQdx+xSMA95DVBG0qsZQdY73p09UcTmNrPZNVlFnIfZH7KwQCCKUdzhZIADpFHkAkRNIqRHKUWaLLO2+iS033ETWW2Cs2SQOApyt0jCEVAzSDK0lC4uLKKWYmZkhzTLmF9q4Ye2sTqfNIE8BgTaaMAoRCPr9PtZahNAgJHlhMKZqopJlOVE9ZnxikkYrIs8XcA4GgwEqhGZrDE+DrAjIBwM67TZCgQ49pRtQBuN0eh3cQkZzfA1KLNBvpyBShCqr8as6zeYMa9afTlzfRHtxDzdd9y206LN208MY7LgF37sFEXkGRpF2dxIGA5wvCJMGjfEWIxy/GJnLI4ywHyO988DonSiSfPEjBa964zr6mTrcp/3oh1TIkd45avXOiHceKN4RfPEjH+RVb3wD/Sw73Kf96MeId45q3hnhgcOvn3gKbzrxTKbSbOTv8DP6O6NSaj8zjgiDWQpBo5GgfU4jcPSiGJlodsxdS699NbpVQwuNybvYwlKmAm9CFuct3mdMTNcIo5CiGOBdQBjHdLuLLC50kc4xPt6g1pQkMsCakjgCgWXQbZPmkmLnAK0l4LHW4H1VwDwIFGMTqwmjDZx05i9QRjXCKCKWhrGpq9m946cM2ruYGZ9mbGKSggInYzwOITIgxOIBh1YSLwN86VGBAjSN+iR5P0XHNXppyngzIgWm/EmoLKPXXaLZXI93liAKkKK644wxNGsReE9RWoIgoj2/laSxmiQZh/4iie8grGBNI+aRZ6ynmTjiH1xN/tGP0dwzT2AlVhhAUAqQXqAdLKcjeMANb0p/uxQFsS9atFzvZsgiB9RUHUbB9hX2Gdb5kSDkfiIQ3IGjbhclkyv5BnDVa8E+gtlfk2clcS2PrSry7oSo0peEwAlRkaoQKFdNKyQIHGFp0cYipMNIR2AFVnr88BgJJ5DW4bzHyQAlwJd9enNbsL3dTDQCAtVicShopBYM0gGDfp+xZoMwiIjjmCwrydMC7z1KSYRUGGeqY+9dVRsszRlrjDPoZ5iyStsLwhDwaAUyiJAOhJaURYnJFEVW4J3AOkciFY2pWepjm1jsQBIoup0FpF8iSiROlZg8pT+QhLIkXrMG73ZQ5nOkaUogIYpqlKZkz46bsSZkZkNOamNOOusXKHo96s2QMKghijV0sy7rV5/C0vZbuOna/0D63ayLc4zr3htaGOEYwezsLH/5l385MpdHGIGR3nmg9E7/27fyv998Bv10ZC7fJ5C60lUjvXNU6p0R7zxQvPM9/veb30Q/TQ/n6T52INWId45i3hnhgcFUEPHadZtZ0x2M/J37wN/xI4P5Z8ZdGsxCiPcDTwb2eO/PGk77c+D3gb3Dxf6X9/4Lw3mvBV5A1bjxZd77L97lKKRlomGQZifzO+ZI0eTFepY6EbVIEUuJzRXZEpR5QVFYGs0E5yx5UTA/HyK8xFnP1HSDIBRYOweU5KZPexCS1BWejHanT28QUqvXqI+PEeQFkhna7S627AKOLLcoEdJshQg1ztjaE9i1eD1rpjfhB3Nsn7sZ7ydojW+mcHtIM8XczT9lvVHEMsLnq5icXY+RKZ6YQICwOTZtU5qCMGlSeEmgweZ9pFaAJC88crxG7AOyxhSd9lam4ghjSqIwwhuLLXNMXnUEDaIEa0viMCKoNfEqIE/Tqi6OgGasePQjz2KiVaN23TWkH/4wjd0LeMAqi/ZVrZzl31YJjPBIW91sRgiMFMNaNWLYedQjvcBLAfsKtVcRIg8ruofK6uav6Au/XKxdimHkqIosKRxegEegh9ExJwSq+pdSKopA4aVAWFDGEliDwFXk5H01Lu+ownUSLyQCj9MBRaOBDwJ8qBBBgAhDRBij4giRRLi4Bo0aQRLgTQnbd1PceBvhwgLSp5S6xHioFxKjJN5DYKrdq4psaVzpGCwtkPcWSJ0ljAUeh1KCrCjJ8xKlFEpprHNYWzUQ6XR75KakVk8I45DSlHhASkmjWUcHkt5in7KwSClRUuGcRQhHUg8xzmDzEoRDYum2l/AYcAohNNJLMtuHYon62BR5v8/s2gl84UA4vNSURZdAC6Ynx9h4yhnccmOPNNuGzRRxKDBeUtoS3CKL/hqimiIPVxHWT6c5uZasv4f5vGR6fB15fhsT69Zzyhk/R62xhu//1+Xc+JPredTPP+kuKeCw8M4I9ztmZmb4p3/6JzZv3ny4h/KAIc9zrrnmmjukfq3EJz7xCa655pp9r5/1rGdx+umnc/LJJzM+Pv4AjHKEg2Gkd44NvZP9aCsvfN0ats7X79sL5AhGqAwnr1pEBAq0RCiFVBohFUJKkILfOOtmzt7Qw8chzpZ8/Dtr+fFNIbdtj+jmyZ1u3zPSO0e13hnxDvc/71zJC1/3x2ydP36arYVKc/KqtYhA3wnvPJSzN2zGxwHOGj7+nW/y45tu5Lbt2+jmd/6Ud5V6P+Kdo5Z3RrjfMRmEvP30czjNKDzuuPB3UiH4SXcJJyoT2kuFVxKhNSIMEGHEx2+6jh8v7MGLaj+fs/5kziDg5KROU/k793fusrjHCHeFu/ME8weBdwEfut30t3rv37xyghDiDOA5wJnAWuA/hBCneu/tnb2BFBoRbKCRZNiiQKsAp3bTSCxj0Swm9kRRgnGCxfld1CYkSnvynqce1YjjMTr9Dr10iYZJyJZKFhdKshzStKRVaxPoKRqTTayI2bPbIgZTSNnHmD3UW4qZidOYu+0GAimQ9TplewlhB/T6u6nv/iHdLGXXdd8i1pra7KlMn3geSaRp97/Og86+gPn53WzffivpNV9n1dpVyPLB7F3cyeT0ekqzwGDnTQgT0phej7PjOCMQcRPhSlzRpUgHJHqCqLAUCuLJSTr9RRQeHYWIMiN3EApBKFOyfh/PLD5PkWMt6q01GOtQRY4NWqxb0+SCM9eyejIgvPkmeh/+KOM7duKlRPsAJzyWKsXNC1mRCgIl2EcSTlTxpBAHKJxUKF/ghcBKQDqckENykvsiVsI7JFU0CA9KgKVK0fCiBCmQro4VFrwBr6pokbYUArSLKZKQbNNaaqechVy/CteIEbnB7d5N97+vQ954M/VujhAFBonyBiEMwkcYIVHeUmzYiLjotxGtcXxsIIqxOgKdUAYSrywWTSg0RkiMtMgiI945R/pvX0V8/cs0el28lFgpEaKoiEzEeJEhVLWfEkujFtOrhaR5RmlB6wCbF1U3bGepxRFKS9QwLVAg99U5CgNNGEqCKCKMFFJIwNHr9nDeo3RFsHEUUZY5KEcYRSih8EEVmZMiwxmwNqEoHUjDoG+xcg95bw4pJEpBoHJymSNlQBJrahseRnzb9YSxoDfYiZc1nEuIdRctU5yXNEKBkIIyz8kyx/jUBM3mBI6IKJpifdSk31miNb2a2vgUqjXGWY9/Cnp2mh988R/53pf/5W7QzAPPOyPcv5iZmeEjH/kIT3ziEw/3UO42yrLkW9/6Fm9/+9spiuKAeb/8y7/Ms571rLusgXzbbbdx4YUXkt+D2otXXHEFAE9+8pP50Ic+xMTExD0f/Aj3BT7ISO8c1Xqnf90eXvQnq/j6T9dwxwTLIxNaOc4/o8vLnrSDaNUYxCFYi1mY5/PfiPnMf61hvnvnBvDG2ZKvXLqbYLyJTwyEETaIQNfwWuCVw4n1B+idRxUZ8c55/u0jC7zokrNp9w9dd1BKRnrnKNY7I965v3nnWl70J6/i6z+9/t6c/8MCrRTnn3E2L3vSM4hWzUAcgTWYhQU+/43/5DP/9S3mu5073cbG2dV85dJPEoxP3QnvKEIR3I535vi3j/wTL7rk/9Du9w+5/RHvHN28M8L9i/Ew5s1nn8uvxDU87qjwd/qB4qv9Od530/X0A1kZw9ajCsMTZ1bztOk1bELfqb9zUxTwuCu/QuHu/uX3n7u2AfCEmQ289+yHs975Q/o7XowM5p8Vd2kwe++/JoTYfDe39xTgcu99DtwihLgReATw7TtbSSCYXbWWQbaHKBpnamIjN2/7CnEiMXYRSYR3GVE0YGZVA1MWSB/hg5Si7CNVi0EvI88F27YsIqVFiuqDMowSXJQw37cE42uJa+ME4S0sLtyGzwZoBIP5PQSzjtaa1UxPP5iJ2Y3ces2nkZ09zEyPYfUS7b0LUDYwqsapJzycVaecQ1mmxNt/yt4dN5GVlhNPPoM1a0/k+p98ky988m8JrWN6YoxeNqDVmGTzSY9EqRgVBDgvScsULwXdXoorBuASTKEonCdMGmglSZd2EExsRCpNlg8orCUMQubmlqjVCjKTYl2EGeSMTc7SLvvE9YTVMzXWzc4QtudoX/4Jpn66CyEChFcoB1pYnASrdZVGIKvolRceK6qi6LGVWA3KgkOB9zjpMdITeIf3gsjGWAml2h/RstpjtMApidcBLtB4HaG0wsceHddQuoHcdhvh7pxSBpjAg3AgA4qNm9G/9HjkI8+l1xijFFV6hxcOKy1B+ouoH11D/xOfp3bzFgLrkHi8lQgcSkqcgnQson7iRvJaA08OXg/TPXSViDGs/2OERbkqncSpGFatxf/WUyhmprCfuIKov4gTdlgryOMxw+CexEqBkRJUTFFqvAsRvmRyqkneb1MYibGiquuGQEpJFIRY42gkNaIoQmtNr9MljCOk1DgHZVEQSI1VHmsdSip0EFCUOWVh8Ei0VoS+IC8MUoYUpcdZRVGUCF2iI4ESAVEYUuQFRWEQ0hOFEVqFzM6shlaNrOHpLi2y+9pvo1VMFETkZoDWU1Da6t6LJTqQOONQhOA9XhhWzW6g351n79w2Nm4+mdbYLE46lBCc9ZDzqTvBv3/hw3eTPh5Y3hnh/oOUkn/4h384LOaytZarr74aY8xB569bt461a9ceMG3ZWH7Tm97Ev//7vx903c9//vNcfvnlvP3tb+fcc889oBHGSuzYsQNr753mvuKKK7joootGJvNhwkjvHN16Ry8t8Ir/NclXr1nFA20uK+E4dXY3OhBIFSC1RmiJVAohJNt2wM7F+IB1tLScf9oSr35hyvm/XoPWybfTOy0ufMGA3/rSHK9+wxhX3dQ8ZOrmqokUddIGykZyCL1jDqp3xKo1POHlY1wyuZWX/OUGOoc0mUd652jWOyPeuT95Zy+v+F9/zFdXZCU9UFBCcOrsKnQQIpVewTsaIQTbdmxn5+LCAetoKTn/tDN49Qtfyvm//lRoTdzhe9aFL3g+v/Wl/+DVb/gzrrrpxuUKqXfAqokJ1EmbKBute8g7a3nCy1/KJZPjvOQv/5ROv3eIPRQj3jmKeWeE+w8Swf9+8CN5qh5D+PIB9XdKCf+9sECOxwqJ8B4vLEJGKK3Z6BwnGg7wd4yXfDXt8dYt1/LVXVux/o6NKf9zzzY+Pr2avznzkVxARGD9Qf2dW/1gWFDjnuM/9m7lBdcq/uH0RzHjykP4O0fHwwlHMn6WGsz/UwhxEfB94FXe+0VgHfCdFctsG06780EEEiszMtulKBcpzCJ5t4tUU7T7O5Bzi9TjcdI8xXvP7GyTtGdojsVEYQMhI/oDcE6jVUKW9YlrEYH2QEBz7FR6+XZ2795FFAzwvo/1BYVx1JOYzSc/BB+PsbC4hUFnFzOrQnTYoVQpmQ3IlgoaOkJqi/RtrvvhZ7jpth9TSyaw3Tm62Txbt+0krNe4rTVLe2EB17eMT9aIZMDMiU8gHh+DpEm9MU6e9aknM7TbO8BLZGxJtCfPlkiCCIXCCglSY9J5orH1GJeBzzHWoyUgAqTNUKJEmoJBexcIiGt1eu1dRGIMJQpYXCC69VYiW2IU4DwCV4kIIZFW46TEyxKJp9AxWbNJEARoW1AUfVptkM5jdE5oQZqQEBhMTZCecAKyESLqNXRSh6SGbySIRg2dhIhajI9j0A1MHOEShZAxVjj6738/wd5vcduD1rF9/WrO25Uikxhx0W8wWL0GLyVCpGggdCFWeKwUiLCFOe8RRKtm6f/Dx6lddy3aGoyMUXJYw8d7vFZ4PKW0CFfVDFLeVukXSJzweB9SCk9EgfcC7wSZFHgVET7hAsqde5Bf/k90WeC8QggPQwJyKBQGgSFLB4w1JxibmKQ36FAUHXLnkVpDmuOdJwxD8I4kitGNgCiK6KcDnLfU4hp5WRDX6gzSYZTc2SoaKCVKKfr9PrVajTSHXj8lCDXWFdU1FMQYWxCGNYxz6EDQaAToQFPmVcdupaoGJsY4yiJnbm4vKhNInzPoZ6jaFNInWDfA+ZzSCiQFzlrSfo5uhAhK2p09iGSGU05/CEsLXa780VXMTI0zvWojiBhEiZMOScL6h13ABVrz+Xd87WegmvuHd0a4//ALv/ALPO5xj7vby3vv+fGPf7zvqd/Z2Vk2bdp00GV37drF1q1byfOcd73rXXQ6Bz5hY63lq1/96iGfIH7DG97An/7pn/KhD32Iyy+/nOc973nccMMNvOENbzikKb2Mb37zm/zCL/wCH/vYx3jyk5980GUuvfTSu9zOneGKK67gox/9KBdffPG93sYI9zlGeuco0DvfvLrB166uGojdHQg8p62eJ0kE3jn2LgVsb48fdNlVYzkbNniiwPF7j7qG8aZCxgluqHHCWHLeyTsI6hqvG5g4xiWSUMY44fir13R52+WbedLDr+e8h9/CT354FqesyXjV6zVu7ewh9Y6MWjz4V2r8v9N38NyLc/79BzMHHd/Tz7oaJc8mu5d655d+e5ynf6/HBz85cdDj55Ew0jtHrd4Z8c79yTs/5GtXX3W3T6oATlu9jiSJ8c6yd2mJ7e2lgy67amyCDRvWEwUhv/eoRzPeHF/BOxFhHHHeyScT1Ot4XR/yjiKU0ZB3XsHbLv8IT3r4Izjv4efxkx/+iFPWrOdVr/8L3Np1d8I7Yzz4V57C/zv9TJ578e/z7z/4r4OO7+lnPRQlxc/AO7/N07/3HT74ycsPuv0R7xzdvDPC/YcLN27kia0xou7d83dyFXFVv4sxlgDDuA45XdcP6u/crOGmSGIi+Merv0+3LKunm5XAa4kBvrdjG+UhniB+1Snn8IY1J/J/u9v51K7b+B9rT+XmxXn+9pYfYe6kfCDAlXO7+PVvfJ73P/SJPKXePKi/84nrrsa4OxrUdxdf3n0r/7z+JH5/cpbaQfydUYWMnx331mD+e+ANVKfgDcBbgN/l4Kr+oKdJCPFC4IUAjUaD2fF17Np1G8Luxbb3UPYzZOBxtmSwuISJLXEjJM9T0n4KLsS4nCCUtOoxJ52yDucLFubb9HoGJQxR2ETKOkECYRiR9fsEdoCODRMnnAS6xs65G9i+cD1xMo00czRVyeL2rezdth3pPYuDPjWVMDkzBtYwVqtRkDPo/oSFnQV2YFhsL5EVglCeSDBeY/Xa1QjhGaR7qK1bz+zJD2H15gcx6A/w/SWy/g7Gm2vAB3ijKLtzRGHAIC9A9IiTmFJqamMz9PZcT32sR+76ZNmAWjSDEJKZ2Wmyzi7KdEDa6+BNRpotoUWDvLNALToDLwq8MeAdhTZIX3XazWXVSdOh0FWBK/KkRf6gU9DnnUtr02bsWB2cJZmbI/vhNZTf+SHR/G0oY8m1JvcO+9DTsS++iCKMUAgKL7FInBAI75Heo7yvgtkOpLOUAQgTEVnLALChZosy3KI8G849k9U/dz7d6VlC6xDCYFE4KSmkGNaGdwhv0V7S37SJ6LlPo/2unUzu6OO8RHoLwqO8QCFBVr1AQ6swUiF9gcAhnCLODdYZar5EioK83qQYpodI75BBRP0xF9L/0ZXUdw5wUuCER3lLlTOlUN6hMcSBxCpPu7NEJ+3TH/QZ9AuKtI+1JX7gqNUTtFbkZYHFo0NFSzdIsxREgCkdZWHI05wgCEBJkB6lFMYYvPB4HFKpqrtxWZKEIdY6BiajtI5QOpJaPFzHUpRlVYXJa5ytumlbWyKEotftEHtD0emTlzmxipAqwQUpM621tBe2EEXRsH0KOF/VNNPOsGHTBlQUkdQc5z3yAlrNOlE8jhVVLSchFM4LRACnn3s+n7+XRHN/8s4I9x9Wr159t5r67d27l0984hN8+tOf5utf/zqDwQCATZs28Tu/8zs8//nPv4PR/NGPfpQ//MM//JnH2O/3ueqqq7juuuvYtm3b3TaFB4MBb3rTmzj33HPv8CT0fYXXvva1nHvuuZx//vn3y/ZHuEcY6Z2jRO/s6ozTLw5d5mEZU/WUX79gD0/5pZLzzy0Jp0K8s+za4rjs0z0+9Plptu498GnjZz9hnv/1doUNIrQ4DQ6id4Q/FTvUO8pZzFDvJNaCqwJhsuFort7Bi56lOfdJZ5LOTt8tvZOduIZX/UnBj1+cs2shOtg19rPpnTDkr14+x9U/MFy55SBlgIQc6Z2jWO+MeOf+5J02/duV1DoYpuoNfv2Cn+cpv/SrnH/u+YRTY0PeuZXLPv0vfOjzn2Pr3t0HrPPsJ/wi/+vtb8cGIVrIQ/COvxPeqbYjGwnN1at40bOex7lP+mXS2dV3k3dO4lV/8qf8+MW/w66F+YNcYz/j96ww4q9e/idc/YPvceWWmw5yEY9452jmnRHuP6yq1akHAYVO79Tf2e4En1zYzRcWdvHduV1ktvqus6be4DkbT+M50+s5ReoD/J3L5rbw59f/4F6PzUmBDTW3ZB2unNvFrf0+O3tLd2kuLyOzhrdt/wmnnX0eZ2byDv7OfVHB4q+u/jpnn/sYnhAld/B3/CEyVEe4+7hXBrP3ft8noBDifcAVw5fbgA0rFl0P7DjENt4LvBfgxE3rfbp4K4t7u4SqiRBtyjyjphwJEl0LSMseyiU0x+ukWYkwDkdJUg8ROqdVq4EPUFKjlUfJhDTtk+ZdrN7B4nybRrwKogDrMsK6wokA5RQTzYKJyZSsXzIY7KS9K6WmI+q1gPlOl5SS1Hp67QG3btmDEAKvASegDPBmnDgR5K6H04oyiFm37lxKN8/s9CTSZXhbogONro8zGIzR6XcpfI96mNCf24WfmKWUmrK/i8aa1RA0kROz9BdvoejtRiVjmLSPl5Juv6AxsQkhAmzRpt9eJJhej/cCVfYJRUkUaTyawlq8c0i3/PGlsFSlITQerwXFutXoX3sy6QXnYWp1Al/iEDgC3JoNcNYZ1M5/FMVHP4665hqky5DCIcIILxK0lSAsRlicAOkVwju8rFIiPBKrHdIpnIBUeZwzOGcQPmD8ui2c2MmYfvyvkU9PI32JkQptI+I8QyztRtgC1WjRHW9SKIlwDuEl5ambUeefi/3MXkIrUR5KOSQGJdEevLcY5fC+xF71I/x110O/xKYZrjTobIAWEvewB6Me93O4KMY7yUAKxObVRKedArv2gq8K1gtklZqhBA4NIqTRrFf1jZRiqTtPGGhkrUm7zPEYSmdpd7tYa4iiAKkUURzTTGpIIciLElNa0mxAoCNqtRhrDTpUDAYDhAQpJKUr8cLjnBum6GucL7G2oNWs43xOFEXgNIN+Vj1lrTSIYfdkHNZZkiREBZpikFMWBd4bOotb8BawJcaMEYYhpfUIpQjiALSiUa8zKHL6/R7JhKU5VqdFnSr9BoTwCBRVwX9PbCKsvG9Cgfc17wgxKrJ0OLFz506e85zn8LWv3fGpiy1btvAXf/EXfOQjH+ETn/gE55xzzr55d9Y8757gJS95CWvXruXZz372PX7i+Bvf+Abvfe97ef3rX3/IUhkrEccx55xzDs94xjM466yzDph36aWX8rGPfeyAaZ1OhyuvvHJkMB8BGOmdo0fv2LtBDasnCy79862c9eQxRH0K5UvKod4ZXyO4+JEFz3jWAhe9fJof37DfrBZBCCIkcPdO71hXccznv3I6nV0hz/tHj52dvEd656GPUfzu0+Z54/vX4P3teEerO+id/g+u47rv9vnCj0/hp7smwXq8FQginvmUeZ78/MaBeueUcR5+Ts6VW5Z7u++HGOmdo1rvjHjncPPOFJf++d9w1pN/DVGv3453NnDxIx/BM571PC56+Yv48Q376ziLIAKR3Ae881U6u+Z43j9+FDs7ew9559H87tN+gze+/3131F/6jt+z+j+4kuu++x2+8OOr+emu7WAd3pYI4JlPeTpPfv4Lbsc7m3j4OQ8+qMEslBzxzlHMO6PvWfcfzN3wd7bEmhdc+U2+M7/rDuvv7Pd463U/4JONm/iHRz6BRzizz99B/mxjE8IjfMBvz57AWK3Bm3743Xv8xPF3d27hQ9PT/OXUJkJ3O3/nIPGOSCpOb47zpJNO57SxSZxzBGWJEoqPbruJz2357wOW75UFV+d9nhC17uDvjC7anx33ymAWQqzx3u8cvnwasFx46rPAZUKIv6MqAn8K8N272p7HMb/w34zVLLGs0csNfVPS7hrKUqMEeNUEMYMXFmOX8KbHoN9BKLA4FhaXiIIEScz8XIckcTgynPcUPY0SCVlRkJY54xMxvfZWAhkzEViatYSs08dbTaANG9bMInBsvW2O/5+9N4+z7CrL/b9rrT2duebqrh7TnXlOQGRIMEAEZb4gagQviqKgIl5QFETUnzjgRZGLqFe5yCQSpiAoKIRBCAIJxMxJdzrpubqrusYz7mENvz/26aGqTnVn6AppPc/nk0+SXWvvvc707Gc973rfVyIIVQCpo1Qo4KsQoz2MM3SSDDwfJSOioiEogsgygiBh04ZRZGGcuNVGxR30Yh0R+WTWEYQV0nYTmWbEWUqStJDWkWUJvs7IkhIqKpEYx+DIJkxzHmsdGJPXxvE9ks4iwliE87AiAysJpE+nOYPv+ViZ4NwAMtUIa/LOm04inU8xg0waTOBjNm9Bvvo66uedizBFvEygvbzuk3MZzil8GdA55yzCn3852V99AP/+ezDCgh+SKj8vzSMsnrNE1uGswwqJs3ndLD9LieImMjWozGJ0hmy38eebOCe4QlXoPOGJmM2bMVisyvC0wj+0n+yzXyC8awexaMOGzYTPey76ovMxUmE8cMKjeuWVJF/5DnJxEavyAvYOgVAKgQAkRgDOoe6+j/CLXyEwEs8kxJ4gshKjFN79k8QOSs/5ITLhY6wjCX0qF5xL/M3v4esmQgqMzhtHCOHQ+KRWMbdQBx2jdUrWWaTTicEKilFAs5WLEaUUxllanQTrLENBSKpT6guLOCExNq97lGYZpqkpFMI8su0s2qborhAy1iBd3ik50ykORxh6eConb5N18qarzkMg0JnFWps3sRACJTzSJCNLDMIrgFB4ooROUsg6KK+AEBlOKbRJkE4xUBynkzVoNo5QWVcijRexGoTvwHk4IXBCA/ncnBC5GFYOc5qo+nTzTh/fP3zxi1/kjW98I3edombhrl27eOlLX8qnP/1pLrnkkkd1T8/zuOyyy9iw4XhW33e+850VpTR83+dNb3oTT3va04Dc7P2N3/gN9u/fv2Tc3/3d3/HzP//zbNy48ZT3/q3f+i3e9ra39TSjr7rqKg4ePMhNN9205Pj73/9+Xvva1z4kA7uPtUNf75w5eodTBJ+uuugw//sPEjY9dQRW1Ts+41dUeP//XeBnX13hrge6zfWEekR6J0kN9+yrMj11VG4Lrr3Kxz9rmPQEvcPBQ/zZnxm+dbOHczA0Lvi9N08z9sTxJXrnZ368w99/ssWhxaUZIlLJFXrnrz62gT/98IbuE3gpj3zjzgrjpR087ac2LtE7r3zeJH/3ufEeT+2+3jmT9U6fd9aSd07+3l910aX87z/4QzY99akn4Z2A8Suu4P3/93387Kt/lrseuL/7RXikvJNwz77dTE8d3xF97VVX45911jLe2cef/dkf862bv4VzhqHxcX7vzb/H2BN/YBnvvIK//+QnOLQ4v+S19eadD/OnH35/z7flG3feznipytN+6ieX8c4L+bvP3dDD2unzzpnMO32sHaQ2qJP4O19rLPKbd9/FjrmZk15nb3OBX/juV/j7y6/hCiEwwiLUIytwoKTkouFxNgal3N/xKvxje/+KUhqeEPzSOZfxQ8UhUpUy5wW8/Y6bOdRZWov9Y/ffyy8MbWGbcEv8nV4G869c+kTeOraV0Eo8kxIHgsgrYpTiGWf/IC9q1rl59tCSc/7xwft4zRO3EJrWUn+nbzE/apzyGySE+EfgGmBECHEA+F3gGiHE5eSP1T3ALwI45+4WQnwcuAfQwC8/lA6jzgmMVoRBgjN1KtURCpUS7XpMu52iM83Q6EYuvuwZ7Nr9TWyWEpYkY+MjzC3USdMATwpECJ32AgNDBTwVUW9oWs2YMJCMjw8jlGN+dpEsTvGVhxIpA8M1GmmLqYNzFAsh4+MjeXpY2sEvVXFJG5GlBALKA2XanZjGoqUclRkeVQTFAQjGMcaQJIb1G85hcGyYI80H2Tp2BYXSEPMHdyJMiksykkyTJB2ESRmsbUQ4H78YkPkFzNwsytRZrIcMVkcJlMQrDVNPOohCSJiWwSiCkkezOYPQioHhLUzrGJ3GRIWEVmYYWz9BEBaRziLSNso4rFAgBJ6xCGFwnk99dJzST7+M9rnnEWhJx9cYHAUDwvlkKn9QpiLDx9HavJ7Sjz2H+D2HKLQX8Op1ijt24lKNSZuoVkyConjpRTSHqkgr8I1GfPd7pF+6Ea/dxiQppAkqtlTbMb7QdCoDhJdfwUIY4mmNZyXh/Bztf7yewq13oowlVCn+TINsuk31V3+W+lkb8XQ+P71xC9mG9QStOYwU+DqXOyhJpsAi8TOHlgqyPPUrFpaScyhjybBYaxDpAnz7FsInX0Z7eBhhRb5DYN047WKRwXoDbR2oCN9qnNU4p3Empbk4T6ig2WriKYG1mlKxhBACr1JBCkkn7lCrVonTBCdEXnOrownCECEVrbiOlD71+iJ+oEizDmkWE0UhfhBQDCLitEMY+BhjETpvTuZ7PkHg5WkxVqNTTZoZBF5eXwyRC2crkAqUUlhjMNZishYYx+DQBNo42gtHkMrHOEPcbKBdSrE0jBARWbKAFy7SrB+gFAkCmTcRcUIcW8DmQU9LtxIUqUhxj6Dh2WPBO318f3D48GH+6I/+6JTm8lHs2rWLl73sZdx0002MjIywfv36FTt7tdbcfvvtZFl27NjZZ5/NO97xDorFIgBBEHD11VfnaZHAwsICn/vc55Zcx/d9fud3foe3vOUtKKWOHd+yZQs//uM/vsRknpyc5POf/zy/8AunzgTcvn37qkZxpVLhf/2v/8U3v/nNJbuDms0m8/PzDA0NnfL6fZwe9PXOma13sKunqY8PxLzpNy2bn1LFfwh6Z/ySkPf/8R5+9FXbmG2GHD4i2PGNGKcdNm2hOjHOOa74oQHSkdIxvbPvq/t4+3tG6bQVNtPEieQ7e4fJbF47uVbKeN5zJOkJekfNLvL2/6/Du//pHIzrbh3a5djz+kWuf1+TysWVY3pn+Jwa1152hA9/fanBLHronX3zQ6s2BWwlPn/7D0Nc87xF2sNDx/ROcV2ZahSzGBeWjLfO9PXOGax3+ryzlrzTu98DwPjAIG/6zd9i81Oe9hB552Le/8fv4Edf9Upmmw0OHznMjm98bRnvKK74oR8iHRk4gXe+wtvf80467XaXdxK+s3f3MWOnVirxvOc8fxnvzPD2/+8tvPufPnm84dauHex5/S9x/fs+ROXiC0/gnQu49rIn8OGv37j0u9uTdxZWtWdaSczf/sMHueZ5z6E9PHIC76ynGhVYjNtLxvd558zmnT7WDiLTeKv4O/f7AX86ueuU5vJR7F6c4+e+92U+d+Uz2CgEG6Iil4+uB2sBCw5SBDvmZ5Y059tSqfHm8y+j4kA5SwRcPb4VP8nwSTgkPb40dWDJvTwh+V/nXMJvbTqX0Am0SvGtz7mXPZNX3vk1JlvH++pMxW0+P3OQ166bWOLv9NoLvblUQ2KJhVvh71SE5Re3Xcgts4eWcFNTOA5LwVnGLfF3xGnKlP3vjFMazM6563oc/n8nGf+HwB8+nEk4B8ODJWZ2z6HNMKFfo9lqI5IyYbBIpVpgbOMEbduhOjyC0Ia56V3MZ3nEoVSsMDBQI4nr+IGPHypmputIqQgCj0Q3iAoDKCHIopC4k4GQJLaD0pB1DL4P841pFlsZnpcSRAopUoYHqzhdIks1zdYcSWpot6HZalCqFgg0bDjncoaGt1MYWI+NPAbG1oPxcS4Bo1HFCtPT+wk8Q1Qdolod4tC+HciiR2VoE3KmjO8XUcUW+3bczlhYIWgsUiiWERIy4Rgd3ML8Yp1GcxIlB/C9Ml4U0Oy0UcURVNog6cwRFCoor0TolxBk2CwlsALPSjJlscqSSU0WFqhefRWdi85HWQUOIh2j6jPoHQ9imjH+xk3Is87BRh6ZzAgzgbvgHOILzqJ683/SvvU7eLfejnAJCIuwknh0nGjrOIsjAQifDE00PUXhvj0Ym9eBlmiUczgpcTjaG8eQm9bjSLH44Cz21luRd92Hr2OMtESZzUlo6kGa3/0W5qwX49kIBTSrJQqbNyF23oNnwTcOIyVOeQihka6DtBYpApTOUNqhpUBbixECicPTFqs0bmGatN0iGVlHyTiUMbhiidT3cc4hRV77DGfxPIXzLNLGlKOAuNXA9zxaaUKhVERbQ+R5DA0Os7hYx4UhjcU6lYEaSEGpXCJttwijiE6SgoDUpMhAUSgVCQMPcHi+lxdXs5bQ80mzFGdzAaMUiO7+gTRJsSZPzTLaICXYLEUpH6zrPicECoEzDmss1iaEUQlNCyMEUcVDZzFZIpA6wfM9pFQsLs6QmRZ0LNV1A3iejxIG8HDCIlAIl88kz9w1SCeRbcX04b0Phw6O8sia804fjz2cc7zvfe/j3//935ccHxsbY9u2bUBuQO/Zs2fJ33ft2sU//MM/8PrXv57rrruO665b+vVYXFzkvPPOY+qE3TrXXXcdL3nJS1ady8c//nHuu+++JccuueQS3vjGNy4xlwGe/OQn86IXvYi//Mu/XHJ8cnIS59yj3mV81IA+0WDesWMHN910Ey984Qsf1bX7eOjo650zW+840/t3KHD8zIsb/MAzA8QJemf2cMxtd7Qx7ZSNZ5U466LBJXpnyxNrvOjqfbz/C+dw/Y01rj/mrQwCUCsZ7vr8AcyYOqZ3PnvzBv7pO6s3GnzB5bvZdmmF+AS9c9/Xpvnrz19w3Fzuzvq7D9T49GcXeMXF0RK9s2Frivi6W2oeK7lC74jlZTSWYfd0gbS1QDIyfkzvnLW+zRUbD/K1XWcvGas8D6+vd85YvdPnnbXknd4ltgSCn3nxj/MDz/zhZbyzl9vuuKvLO9s566Irl/HOE3jR1U/n/V/4F66/8Qtcf+MXlly3Vipz1+dvxIxFJ/DO1/mn73xr1c//BZc/iW2XXrKMd27krz//mSWGEcB3H7iPT3/2el5x8VuX8c42xNeXbdjuyTsnT4XfPT1J2mqRjKw/gXc2ccXGrXxt1z1LxvZ558zmnT7WDs5ZvB7+ThpEfHpmkv9YZuyOFoqcFRZxzjKVpexrL90tvLtV52MzB3jz8AT/Y3CIlw49A+lSwCCcZG+hxDVf/CSzJwSBXrT1XF5em1jq77Trx/ydjx85yI75pbXbL6gN8itbzqeg0yX+zlMrRZ69fhMf2HX3kvGHTF7j/ER/p5e+ksac1N/ZGnoIlvLX7sU5vjN9kK0DlSX+Tj9v9NHjkTb5O72Qgu3rN2BSy55JQVQo0Jzz8aMqjeY0WWopl8/DBgWC4gCF8l7M1D4kGUJrpg4cZGFmGuVBEIUY40hTTRR5hJFPwADNlmFhoYknJB4hjcUm6zcOkiaWarVMFAUUWwVazRhjPDwXEQYeCwsNOqlDWR/VMTg5yPlX/DCzjXkWG4fR0uPBHXeyI76LDdsuYesVT8U6QSEUeC6i1WhQrIxgkzbJzP2kaYvyoGLAU2TNWbKhbURBidgYbDGiNjiCMAbbnMGGAZkGnEC4hFIoaXUkpWgICgWQgjRJ8W1CpjNsliC0ZbQVIE0bq0Jk6sAZMmnxrMU5jxBJOjKKfNoPkPgFfGNxyiJ37yb+h49T3LGPQKc0BmvwvOcRPedammGAZw2dsEq0fTv6u7ch0oQoy8iUwkmQQuMhsCpEWR/fCFKlkJlGuAxlTb4jWEicywWvFAH+xrPIojLKZFgHXmeRzq23MdBqkUmN1BIt8s7DymjcvTsp1ds0qyHKapz08CY2kciQctohUxmZ9EB4OKEQLsD6Oq/R5RyBVSg0Ep0LVGnBejiZ4WdNvMwhrYdyCZnKa14FOLTKm/opmyCkBqUwzkOo/BpWZAgpUNKipCQKIwLPw5qEIFAYDFJLBoeGWKwv0qg3KAQeoR/SilMyq5Ghx0CtQuQFiNSiZU6GUVe8ZInFpOCEQPkKKcDzFGlqyDKbN5xIMrCO0eEhmraZ12lyeeJZEOQ1JQtRSBJ3yBKH9jJE0sE4S5akYPL0lUxKlBBIK0j1PJqYYmkLm879YUpD54D08kYeTiKwSAwGj0z4SFJE2qDdmGfv7tVFbx//vfClL32JP/7jP15ybGJiguuvv56rrroKgP379/OOd7yD9773vcfGGGNWmM6PFnv27FlRe/m66647tuN5OSYmJpBSYk+oI/bhD3+YN7/5zXk9vj76eCjo65010ztkvQsHXnPuAd7wi5qOP3ZM78zcM88vvH6Eb92dl8zZUGvxa6+u86pfLRzXO4Uy51wg4AvQ2zBeqXeEzlYZm2P7uSVcsbBE73zsXyI6qeoxWjB51wKFxYh27bjeue6ph3jXR8dI9IkSXq3QO9b1uuYJMBYvY4Xe6fkuKq+vd85kvdPnnTXknd6/s2vOPZ83/OKv0DlhnTVzz938wut/mW/dnZsoG2qD/NqrX8urfvXXT+CdAc654CL4wupt21byzsl33G0/9wJcsbqMdz5DZ5XmhJN33UNhsbWMd67lXR99P8kS3dSLd05Ra9XYnuusPu/8F+SdPtYO1vT0d/5tboZ33fWdJUPHoiLv/YGn8yy/SqBT7hWGvzy0nw/uuO345ZzjQNpBS4HIEgpL/B2Dz9EmoMchrTmpv7O301kRwHrRuq2MZbqnvzPhrTSBP7l3J7+xfhvDVh/zd3plZmkE7iT+jmfaK84B8Hv4O/0SGY8ejwuD2RjN4nzC+g2bmFqcolgqkVQk0i1QjiICWWT6ga8wtPFCBsbOZaAwwYF9AikFTiiaCw28UDEyPILoFgAP2jHGGJw1RBSoz2c0WoJS0UcEHh0sBw7PIU0JIWeQCtIkwTnH6NgYWZZirSGJM1IdAYrx8XVkAmrramy//BKsl5C2LIceuI221Yxt2cjounGCQAIOKzy8MMRXgmjdVg4nLUzaZmr3nUQmIawNkM7XiQoeBZ0i/SHM6EZmFxaIYh+5MEXkBZBmpHGTju6gymM4v0q1NkK7c4RatcxCZ45iwccYw3x9Bl1RSJvhmQibpgjrup1xBVblXX/F2dtoTAwRpQarwGtMk3zs05Tv2YNzIIymtDBN8oUvElx0AfbcDYSJxAiBPziI9kJEluRpCtbmP0UFTgqc7D6tyVnGZBqcwzqXCwjn8r8hMJ4i2LiOtidQ1pEqR2G+SXtyCucM0likk93R+U9ez85TqrdwtYG81hWCcGyYRuBBml9ZuTx1y+GwEqSVWDSeSVEuxqARQiMcKEO+4xkBXgkT+giRYtFo5SM7MehOPtbl3Y+NyF+jdA5jNNoYfN9HKEVFKhqNJuVSiUa9SSeOidMU5Qdoa7lvx31IKanVaoiiz9ziLK1mQsHLOwlHfkCpFDI/M0MSg3BFpIuwxjEzs5jvmJQQFnykgGKhgE4NvvTyGmBOIqRECInnh6RZG8/3Qebvn7N59D0zGqTCGIdpd/LP0jiUlBhj8l0dOGSnThhIosoQw2PnMFSbAG3RKkEFJVxmMVkbnEWGeQfprJUxP7OTxpEDdOZ6dIbu478lJicnabePP+R93+eDH/zgMXMZYNOmTfzar/0an/jEJ5ienl6TeWitOXx4adOLoaEhnvvc5656zstf/nLe/va3L5n/WuLss8/uN/n7L4i+3lk7vYPubZZs2F5Ab7bH9A6Ls/zybwzzrbsHOGoGH1ws894PwcueO4O7tHZc7xQKPa8J+alOiiV658QA1HJ40rBhk0d6gt5Jpyxf/N4oq5nSn7ztfN46P40bcMf0TjQyRF6U9YSp9NA7q5XHOH6OwkTeEr2zf6rM7ZMry/II5/p65wzWO33e+X7wzjb05rETeOcwv/wbbzhmLgMcXJznvR96Py977otwl57zEHlHPEzekWzYtHEZ78zwxe/dsuo5n7zte7x1voEbGDyBd/L/XjKVnrxzcoM55x1/Ge8c4vbJfSvH9nnnjOadPtYOzrqe/s5BKYhPyKrwhOQvnnAVPyzLOG0RRnOeZ/jl0Q18bs8O5pLOsbEiik7q7yzXKc66Vf2dWMDMstrL1SDkmonNONPb33nRpu38+f13EZ9Q8sUJQeYpSPUxf6eXtJFWn9zfESs3Am2pDnDZ2ChC6yX+juv3vnnUeFwYzALBfLNNpjt0nE9ACScNnkoQJsCveNisw8KRO7DpDMiUdaOjxGmDLPMobqkgpCUIQtqdJvV6neHhkbwJg7GgPMaGLiBOJEcm76GxOEc7sfjKw3eWxWYH61Kigs/Y+ChSGprNFtVqmXJ1FBWso1ge4MjsHuL5I+y4+SMcGQpAVAj8cWLrM3HuVQyPn4/IJFkj757slEZ6ilhLgmKFkbMupzW3lzCMmDtymGZzgY2DmqAW0W7P4VmBCIqUSoa0HdNpTxIKiwjL6E6LzMHw6GYS49BI4iRDZRa/UGHhyGEiPyRLYw4efBDpnoZ0oNME5yzKWiQSLRypkISbt1P3Q6qZpuU7vN37iXbuRRqNdYZMaPxMEMzOwJe+SHT/OuJGRpZm2N0PEJkOEofNix3nn6MDpMQpmf+3cPkYnRvMOTUdb+HggCwMCSfG0L7E1w4jLfLQFIXZej5vlxu5TjqkBS0tQaMD84vYzRuwgGcddqCEjgJcC6zIUylQAiEs0jl8k3dAV5lEWY88rykgUwLfWrSwKKeIRzZQKg0irCUJBJn0kNMzhHGjO3vRfa0if+0CtDboTJO02yDyGLPv+WitMcYiPR+XpLRbHSyOKIqQUuD7eeS/3uwQ+SFxs4UnfXRmiBONXyhiTEq7HdPpJGhjSDJDGAaAIY0THOB5AdY6hLP4UoKSSKmo1+to5zDO4QmBwyJkHl3sxG1Sne9kwOYfhs4yJCCkwjqbRy2xQECxPIwOAyQNdt93I21b5KyLrqJa28CRyQeYn54k0xnVSo0srpN2FvBVlU7zCGT9Ml195Kbuxz72sSXHxsfHufDCC1eM3bZtG29605v49Kc/DeQ7Qn7qp37qtM1lfn6eG264YcmxMAzZtGnTKmf0RhzHTE9PP+zzlmP//v0rurPXajVGR0cf1XX7ePyhr3fWTu+4bGUtVCUtP/6UaWJ/wzG907pnkZ27Vpq6+46UePd75njmNQ/iNVPaseOjnzxZc9Hc6DlR77iTGD2DpYwXPO0I2t9yTO/YyTkOz4+veo7LNCwsYsXIMb3jD/oMFVscWqwcn4mUK/SOOMVGwokxgygOLdE7zcMxc52VWRwuf7l9vXOG6p0+76wl76w0mJWU/PhTnkl8wjqrdc8Odu7atWLsviNTvPs9/5tnXnM1XjOjHSd89JPXn/TzfHi8U+YFT7tqyTrLTh7i8Pz8qucc5x1O4J0qQ8XykkZ/j4x3JnrwzjRzndbKeUCfd85g3ulj7ZDvFF7q77Sd47MH9ywZN1IocqnzVvg750jFr51/Gf+0ZxcChyclL53YiEhX93dWzMHaVf2dKaP5wu6dS8aHQrLVejiX9PR3wtjk9zoBsbNMuYxxcYK/0wPKiJP6Ow/YlfuSK0KyTliW+zv9/cuPHo8LgznRKbOLc+iGxdMeXlqm4DzSVNHpaKSSBJX1FAplGov3YzoZi/UmWdYGoxgYHyJJEubmFxgYqCIQGG3J0oxiZQBv5GxGNj2LLJ5lYf4+CkmE5xUJZYMBP6QwGFEo+EQFH2t1/nCgiBOGIAQpF/BVESnyZgPYgDSOQEVMz0xRCouUpI9rzHLk0H10TEbH+owMjzM0NIRXrObpV0qQWXBhkc0XP4XW4iFkNk3cGEJrg5J1dNKi5Pm0Wx2qo8PMTT1IVm9SGdkMGkK/QGrm0SYmKlURyiA8QVFP4DnDoB8yUg4Jug9Hk2ZYHKHNo0rCubxQerFCoBVGpEjnYeMU4TR0yUpZiRU+QhvkF/+dChLpHGE3Rcm3AB5aSZQDh8iLoiuJ84534BTOgTbdgumua6LkCRAWS1Yu4Q0OdLsPC6Qz6IOTlJMUI2x3l7DoRsXyulNhkuAWFrHC5DV2jEWXI0wU5ZE0BMo5hFJomTegCLRA2vyeRuURPyEkRwNySjqEHxA94TLSYoHQGjSWwGj0g3sopB00AVpIpLNIJ3BCghAYkzfUOMpIDqhVazibIaXCxDGBH2FMB09IjDUMDg4QhSGtOMFTAdpJwtIAMghpdVp0kgxfSZI4bySoXUa1VqFSK6AzTZpYJAoV+lhhiYoBGINAgcgj51obnMjrigVhXsNLKUmSxEglCJVPo5EiJDhj0YkmCgKky0WjFQJfeMggIpYOp5tM7b6ZQjHERKMEoWRvI2Xvg3djcRSrw8z7AQuzB/BKFX7wmp9gsHgeu3ZUgU8+xqzSx+MNzjl279695NiVV17Zs4mdlJI3vvGNvPGNb3xI1/7c5z7H/EkWS8sxOTm5ojzGS17yklXLY0BeJ/o5z3nOEmN6cnKSf/3Xf+XVr371Q773crTbbf78z/98hcH88pe//FHXdu7j8Ye+3lk7vWN1tuL9lgK2j+sleueuA6PMt1fuELRO8K4bNvGuGx5awOgZ2++nWioSEwFdvXOSZktj1TZisLxE73zmP4ZpJ6uXsjjSiLjxjmGe/ITjemdoNOGq7bv5xK2XHh/YQ++cbJVUCDJ+5Sen0aWNS/TOx740RK/+Nk7mu3r6eufM1Dt93llL3llpMEsh2D6+eRnvHGC+RwaUdY533fBJ3nXDQ/vePGP7eV3eOWGddVLeGUAsW2d95j++RjtZvTnhkUadG+/4Lk9+woUn8M4wV20/l0/cekL6/cPmnYBf+cmXo0uFZbzzhRUaCLpZsX3eOWN5p4+1g3Os8He0g731hSXjLhgZYyAKITVL/B2F5Y3lMd5w8bquN2RxnWRVf+cre+5nMYlXTGI1f2fS5PkMJ+J5W85lzAnsKv7ORj/kWZvP5p/37Dh2zpFOi68f3MulYxuP+Tu9SMbiVvV3Og7ed/9dK8562dkXUkxjjFjq7/Tx6PG4MJjB4cuIodoIh+K92M4hBsIqB4/ElCo+NVmjUttK6g+inWC+uRPfFUk6C1SqBZKkTaVSI+0kzM3Ok2Upg4MjWCsZHtnK4Dk/zEy9zcL0XjwJw4NFrIqIO5YkyWg0GjgKZDqPKM7NzhOEhbwzrYzQ8QyhJyiHDq9WQNkIHSfUkymSFArU2HHnhzA4kjQldmW2nfcM4jlNy84hi4PUKmcRhUMUw2mcsCSZoDo8xuF77yJKOmQyxC9k2PYinh9hhCWsDjEeeux/YDeBNDhfUF+YISwokk5MabBKWPbIEh8/CEG3mZ+fpzw0hvB8kA6bpUhLtxFVTgACh7MmjxoZD2UC1MQ69GCFsJ1ilUBLgxEG31piZVFG5Q9DpcFJnPPy6JOy3bhPHk13nlq6g9k50Lrb9OEoEUE33IWtVaBQzLuCCkGUarLpw5SzFK3yY9K5PAXLCaxz+FmKbjfzelcuJxEdBNCtg+pEnjqHEnhGooQklQacQ2MwEqwS1D2DUYqCKZEOlHFPuwLvh55A6uk8IugCopl5Ojvup2BNnpokJVbkMb1cIIO1lkJUwKbghxGpNsRJgnQmjwJmGhX4VCsVQNDpdIiCgCxNiQKPIKgRlYcJK6MsNBJGPEVrYYrFmf14nsLzPUrVCkEo8TyPJBaksUAg8Ys+RmcEgSTpxPh+gFMKIUI8bUhTRygDIE/JUkrg+QqlAqxzxDEYY9Fa44xDZxYZeIBAd2tJyiAli+cQSYoPeHTApNz/nX8imWlhhcSFRQInONKcpVAMueD8Z1Me20AUjXB2YQx462NLKX2cEfjCF77AzTffzNOf/vRHdZ2DBw+SrlJLsBc+8YlP0GwubXCxZcuWFc39TkQURUxMTDziOfbCjh07eMc73sFXv/rVJcdLpRJPfOITT+u9+ni8oK931k7v9Gq2tVLvXPODB7lsq+DmBzb0GP/QFxfrB1p4QbRE77iTGD3PufQBStV1JBzXO3sOimXN/ZYiMR6TC9FSvRMGECw104WSK/TOahsJt6+r82s/dZCnvrREfILesYdb3HJH0PM9EN3dS329c6bqnT7vPLa8A87qZbzzZC7bupWbH1i5i/nhYP3AIF7gPwzeuYJSdWAZ7+xfURv1RCRGM7kw14N3giXjevNOb4d5+7r1/NpP/RRPfekLlvHOFLfc8Z89z+nzzpnOO32sFYRzPfwdseLpfdP+3Xx3dCPPLAw+Kn9nsrFItqzkRW4w9/Z3Pr9vF+1lQf8J3ycymngVf6fkHONBr542OQ8c9Xd6MUwmbE9/5564wV/svYP/mD20ZHzB87k4KKGcwdil/k6vIHsfDw+PD4PZQqE4wMj2J1PY9mS8KMPOTNN2t1IsdHBJh3Z9J8XBcxkbGke0DtLoJNTxmUkyZJwgnaLVbCNwDA4MAI40TZmfPQLl2zDG0pi5GxM30GmBVLTwIpBRicHAx/MU9foCyvPBBTjnE4YhaabJlGF6YY4s1bTrGYM1n/GxIUq6SLsVo6zANVM8JfCVBLNA1rgDGV2ITrYxum4jKpKkNkHKIlnSwfcNrbhDeXg9R/bdQXFgC3OtDsIarEvRwhJ3YoqFYZR/CJ226MQtfNXBuRBRKCI9D+vyNK526hiujZARElYGcUKBc7g0RVmLEcfTF6Q1xLOTaJFgkITGoCc2IF/8fFqf/lf8I4eJjMHh8K3EiQzfCjzjoz2NcBIjJFZmSGsBj6NdN4WSeeoWHM3fyFOt3HFKELhcGDkQAzVEEKAsIARRamjOTCNc1hU23S+IM0dpDuEsttPGdyLf4ecMwvOQwuveM49kISXCCbxutMsKhbjkYhgaIogKyFBiih66PIhYP4HZuJ5UBkib4QiQ2kPfejtichLtBBKQ2pD54KQlb7mQF6dPU03k+WRZHq/L0qy7E8MwPDJEkqS5sCsUCIshjVYLpSShZ6hUBtmwdSvzDcmmwc3otMPM4d1Iz5CmGeViGd8TYDUSiRKOYjFAKR/jNEEh6AqaAi4PCuKcQndSjAEpBdbartBJCQsRWlu0Mbko1BnW5DWcMm3Q1uAFHtoatMoItcDTAlKLVh6Zlnmdo9k6WSoIqgXirM781G7INJ2mY/cD36Uwuploa4Wwsvqu0D7++8DzPK677jp+//d//9ixLMt45zvfycTEBGefffb3cXZriz/5kz/hgx/84Irjd9xxR88609dee+2SutR9/BdCX++smd6xPVLVtZF87JZ1vOolx/WO3TjO61+zwFvf2WD3VGXFOQ8Vwuuhd/TqRo/soXd0vQ6cPHAlshTf+Uv1jlwq30UPvfPLL32QVz5xBzKMUL7CFTyyQplzLnDUzlm3Qu989QsJ376vd1ke2dVffb1zhuqdPu+sIe+szJzQxvCxW77Gq15y7Qm8s4nXv+Y1vPWd/5vdU1OP+KM8fbxzivtkycp1llwahBdS9eCd63jlE5/S5R15Au9cTO2cs3vwzr/w7fvu7D33LvP0eecM5Z0+1gwCt8LfCYTjxdvP48/v+t6xcZlzvGdqP2PbBjhXykfs7/ScQzdjoZe/0xNpcmp/x6wM2DlY6u8sr6MB/NXOO/mMF+AEOAFWCoT02bE4x2yP8jtPG9/IU6rD6PbcCn/nYewz6GMVPC4MZp1pqiPjjJ59JYOlEeJslgOLX6E8PISn5ykPVoj1PIsztxP6IbWCR3FDieJIiRjLkYMHWJhvgHWUSiHKE3SSNvOLDeI0ZX5xL8WqwdeKhYUFqiXLyEAZGYQ06wntZgMnHNVqlXq9iTEaaRKiQpGhoQomDZibbuMZQbUQMTN7mFYcs250M1Go6LRmkc6jE6fEcYpSAZ1onkbYZHjLOF6xhtYtfOZotg7TbkwyP7lIqTrAcGUcKRydhb3gDzIwNAAIQiFpzU3iBiYIo7yxRLk6RiIDytUhtFI4HBKPKCjQFKAtoCReQeJJmYuJNM5/mULkO3CNwEfQ2rmDgXqLuFwhFQmB9rFXPRV/6wTqxlto3v49vJl5tBEEJiOVkEiLFCmR9sApEt8gsUir4GjUzJNYmZuxTuTk44ym+zjOP3Dnuj9egapVsL7Kmzg4h4wTbL3ejcoLhM2jdDl5OpQF51lMluB1OcBiUU4ghTo2zgqHVIpMgkGjMFg/Qj3zqTSEIRMB0mkUYPCRTuAZhbGO1AdPO8r79tD60r9RbnVwToKweW0foZDOIFReOcs5i+/7tFt1Wu02KohwzlAuRviRRxB6dNKYerNF5gxCKVpJJ4+YNR2bijV27riTTiIJCjXmFxYwuoXnC0pRgaHhAQYqFaanptCxxVlJWPTRTqMMSAeh7+PwabVjjIE0TrHZ8QWhMQapQAqfNDakWd4wQ1h5rNkEQpCZvI6YsQ4hFSoQSO1yked7eKEi8BS+EHRUhhWGLKvj4zNQqpKZMnHgM7ZxApcmzB3agydW353Vx38fCCF40pOeRBRFxPHxNKvPfe5z3HrrrbziFa/g1a9+Ndu3b/8+znJtcPfdd3P3CY19ToZSqcQb3/jGfnmM/6Lo65210zsuXZny7RDccrvHL80luIHCMb3zzJ+s8s9XHuKGD83wvn8dZc9U+eF/mGql3rHLd/icAFkprdA7Wb256vjjXxq9Qu8osdTokcpboXfOffFW3Cp6RyzTO/LBQ7zz72vH6hAuh1Cqr3fOYL3T553Hmnfglttv5ZfmFnADQyfwziv45yuv4IYPXc/7/vWz7Jk6vOLcU0KpHryz+m5kWSk/Qt4xPXhnqW3Qa5117ouf9zB4537e+fd/s6of1V9nndm808ca4mik40R/Rwkui4qEyiM5waj98oHd3Dk7zY9NnMVPr9/IOV748P2d3pNgNX+n1xpGOXtqf8f10FCOJf5Orz3MD9TneaitLovK41c3nEWpHff2d05W56ePh4THhcGMAG0ss4cnqWzIHxq1gTFUso6saXF4KFXCkwsIbclsRiYNqWniEslAtUYUFlmcX8APBFkaMzw0AFKRpZaRagGtLYv1FoWCxJgOs4c6hJFCSI8gCJlbmCMIAgqFgNpgmTRLECQcmlykEFQYGoxYmGvghx4lSmiTMl+fZKgyTBiUabc7aO3hXMxgLaLgV1g3fh4qqmJFRmduH/vuuYmsM0nkr2N8eDszs/fTsQm12jCz03vxC0OkziJkjZHRUab23Ew4NErDpqRpxvD4eJ5eg0P44DJNpqEQepTKBYzWJEkHIcp5mo612CTBCItnJR6Q12PXuAf2Iu7cCU++HOksqeewIiDbth3vVWfjH3gK4ktfJ/7W3QR1A9bgWYcUYIRDWYevJdojj57nISyE8vI6zM5icXjOkWmd00Ie8s0/cydACLxSCa3yvcAgcJ0Y1+lgne1Gs/K4lnQOw/E6P448NUQIyATgZJ6e4Rw4gRVHdzA7lBNYaZAmQ+CQTuE7gZV5QXjpBO0gI5MaZQWlNCOdnaV5/fWM7t6HNQ7jwCmwEoS1CGewIk8FE0IQBgHCRCBlt96XpNVuE4QembM4HIViAW012qSUqmWazSYKn3q9xZGZKYwDiyIzDj+Q+MpRqUQIIQiCIp6M6MQdHAKjHdZlePgIJ0g6KUJJlPRoJgnCeSghSdIEnTl8X1GMijRaLeI0xTmI0xTpAJF3QnbCIZTofjQSIQSKAIwAz5KRYrSgYMvEOiVxCZEs4NKMWiHgyWefz9Dm8+kMbcUbPZdDUzM8eO/3cGbl7o4+/nvi2c9+Nk95ylNWlIQ4ePAg73jHO/jIRz7yfTGah4aGeP7zn/+Y3W81lEol3vve93L11Vd/v6dyRmD9+vXMzMyQ9dhB9rhFX++sod7p/T348m3D/OfXDnDFi8wSvVO5eIhX/ZHgxa+c4lMfOczf/vM4B6cf+o5m6a3UOyfdSRhFaCWO6Z3FBclXd56a55xjhd5ZDiHFI9Y7C9NN3vK7BW7dsbIe/lH09c5xvVMINvGDZ5/PyObtZ47e6fPOGvJO7/JcX77tVv7za9/gihc9fxnvXMqr/ugyXvzKl/Opj3yYv/3nz3KwRybTaujNO73LdMBR3pEn8M4CX9157ynv49zKddZyiEexzlqYnuItv/sb3LrjnlXnkDcZ7PNOzjtel3f666w+AFxPf+dZlWGuHBnnW1MHl4ye7rT4qwfu4pOHdvPj67bwquFtbIsKD9nf6eW5HvVjevk7YlnJwWoY8kObtmDTU/s7PW601N95FFuMi8rj7Rf+AM8OKzije/o7fX/5OHwp0LZ3WZKT4fFhMDtB1pniu1/9OFsvfjrDG84iKK6jPJwwm9aZmZvFdBok9QalcgVZFHR0TGYskoBCAUoln0p1jJmZGYyxtJptKqUihZGIJGtTr2uyNI9JdHSbuC2pqgGktOjUIawibrcpV4osLszi+z4jI6M0NNhMEwvBug3rSdIU6xxpnJLW67SsJSpESOGolnyEKBNEPpns4OwcNPcxM/td5vftIGs0wCsgvCrFyhCD4Xl0tMEzHlE1QBUzCr4gjGoY3yeqjBEfOUAx8JHEWFJ8K1FehHYClSZkWYdiUEELKHgClwmkEDhhEFYjE4N0ecRHGAFSkypJaTGh8c//SnHjEM2NW3EOQmsw0iGFT7b5XLxXbiC48h6an/kc4c77CVODdQV8Z0hVihMOaXPRYqRDaImQHkYoEA4nFX6akJisG33qdtjFARIrPESxjJWy+wB2yKSTp1BYgZMOJzK0DZAuL76eeR4Sg5MeWjkC2w2vO4F1SZdz8oaEKIVRFmU9DBIpHBqBlYrAOrQUxJ5FILEuwBMQpB28e++l/U//TOW+XVhryaRFWoswCuksSgqMlAgBspvOIbAEgaLVyZBK5NF+3yMTkLbaFKMSwqQoKXDWkiVthDUMDg0zNX2EONEgJZnO3yubCYxSBL5h8uA0hw5O4ysFzlIIA4QGjMQoQZJk+L7CQ4C1BF4egTQmI/Q8HHk0LslSjHVkWb7TQR6NoLuc1I9F2LvEba0jjnOxiHY4pwkjH4RHoRwi/QDb8sAZLh0Z5LJSC5o7qJMgKj5qcIz2oZDDhw72+tX38d8Qnufxhje8gW9961tLdjEfxVGj+frrr+e9730vz3rWswjDXvW4Ti+CIGDDhl71WB87nH/++bz5zW/mf/7P//l9nceZBNmjq/XjHn29s2Z6R6S9TRZtJH/xN4qPXH6YbMvECr0zdMEYr/39Fv/jebv59beP8bU7RkjNQ5DHyl+hd1yP9M6jEH6QmzBdvaM7munGqQ1tJ9VKvbPsPlbKR6R39nx7nj99t88n/mMdJ1u0yb7eOaZ3zh8c4fJiC3Em6Z0+76wh7/QOKmlj+Iu/+T985PKLyLZs78E7V/Da3z+X//G8F/Drb/99vnbH7aQnqaV8DGrlOuvUvCNP4J02043Gqb8yD4l3xCPknW/yp+/+cz7xH9846RykcH3eOcY7g1xebJ5ZvNPHmkF2zdnl/k6tZfjFDedy65HDJD0yqqbbLf7ywXv47OQ+fu+SK3lOVKDiOKW/09NhFG5Vf2d5vXZfSMbDEBGnJ/V3eu2XFsos8XfkIzSYt1eH+IWt5/DKoXV58HAVf2f1fJD/fnikybSPC4PZOcdgMWJv6wGmd32DgA4bNv8A7XAzlcEmZIZ62sYASabJFjVGaFoLTTxSZLnETGuOcrlE4Ic0kjr1RoMNGzdgDEwfauIpgfI1SiiyLKBbkxxnDYWSZHhkhHI5whhDMtVBOkESJ4R+iBaWNE5YmF8gKkQUwojAC3AFSxQERL4iFpJmrJFegNOSZvMQ4v6bCPf9J7rVwlMBxdELqGw4G5cJ6s0jdExGoTxM48hhKtUiWWMSsFh3BOcLwuoAjfsfIKqWKQwPY11uuvqeJE1SrDAYbeh0BPMzM9TGxiiEAWnXuHHO4LIMYfOAkhGgrMOYDCyU7n2Qzvs+TvXHX0B29lm0Ix9l82QoAwgvIL7iYsKN6xAf+CTc8h2U7uBQJErgWYmyCofhaIBLeV5XiBxPl7Ba57uLhTha+z2vkSMFKgry+kEuFyo2yRCpyQNgDpwQOAeGozUA83Q15QckQuCsAykQaYpL0zwaBt3GIYq2kCA8PJPfOUo6NfuhjQABAABJREFUYNoobZDaoC1Yk+E6HcT+Q2S33kV2x90MNebxbJq/LpenZx2rdeZEl2hzKjXWkhnTjSBa0iSlUC7gjCGQAc7LhUWSpJRrZcjAZglDlQE6nZh2uwMIrOnWMjp6HylJ4vSYIFEIwjBAkOVZKEJisgxwpNYinEBISbFQotnsoJSHUnn35Uwn+bvnwFmL8jyKYYE0Scl0diySLkV314JwuQhDYq1FSPADjzAIMM7hCVChR6Hmc/7m83jqliuIF2MWOg3S2buZO7iT6cp2vOIoo2NbHyMm6eNMwPOe9zz+/M//nL/4i79g586dPcfs2bOHF7zgBbz+9a/nj//4jx8Tk/n7gfPPP5+xsTFe9rKX8RM/8ROMjvauf9pHbxw8eOYtqvp6Zw31jl59F9eNt0/wprfEvOF1c2y8sthT74w9dR0f/sAcf/uHh/iDT11ySpNZKbVS75zM6FESI8xxvZMt77G+ynmeh12md+yypqZKSvRD1Ds7D1WY393hM/8S8al/38JMs3djv+Xo652jeucc4sWY+TNI7/R5Zy15Z/UGwzfefhtvestbecPrXs/GKy9fhXeezIc/8CH+9g//hD/41D+e0mTuzTurn5PzDst459TMc/p5Zz/zu/fzmX/5LJ/69xuZaZ66DjT0eWf5OutM4p0+1hCOVf2dFwVVprZdyt9MP8ju+mLP0/fFTX7+lq/zCxvP5g82b6OIOam/I2QPjeBY1d+R3rKm6c4hM3tKf0f0KvdydLczub/zcFzPsweGGfZ8nrv+LF46OMEWZ/Cy5KT+zsmKgvx3Q2oe2Xbux4XBrI3JGyvYDrI1RfvwvexvpxRqI8SdhOZiHZwjLEQ0m02E8lGeohSWMZmmVe+gjSZpJ0SliMAvkCaWA/unkNKj2egQhYpMtyiVSoRhBZ1aOp2EJGngeQpdLVFfaFIsFdi4YQtZ0qG+OEvkB0gREfgBOknpaEsnTigWCgRBSLFYJI1bWCcIfQ8nJC6DUEpMZ5ag6CjUirlQyuZY3H8v45vOJskSsundhIv7SA3MySoFI2nPzFMraZKsjagMQCHApU0aCwuMTkSkcRuddLBxSqwThJJ0TIpyBh23MGkbX4Q5EWiDzRKMEkibpxp55EXUUy/Ddy1Kd95B68gk+qlPo/rkp2A2raMVGRx5swLwSUc3UvjZH2fB1Kn+591gwXeWwLgu6Rz/LIXvYcUJSxXnwOicFNzR6n55opaWoAIPIxyBFbnYsg7P0E3kOkokDivyLqYyt7FRUZHMGUIkDoHqtBFJfALZkdfTcQKDQwhQnQ4Ln/o0hQcfgCSBNENmDj9JIekgOx2KSZLX2xIKI/NIthB5gfs8A+Ronkj+Irs+c55ClmUEoY8KA5SvaNQX8TyFrzw6cQckJHGM73tIP6QYFpmrH0F4eXNCpy1CiFx4dHfmxZ0U3/cJfB9PSZTn00liLALfU2SdlDDwkUJijAUDSdqm3Y5xVoCQSJXTfpZl6EwjEHjSwxiLFAJfKpywSCVxTuRki8t3AbhcnAZh0O2KLIk7MZlRGKfxMo8jC206l1dpKI9qcZgjU1PMTh5h566bGRg9n7HRdWtJH32cYRBC8NrXvpYXvOAFvO51r+Ouu+5i166VXdWttbz73e9mYmKCX//1X/8+zPTUWL9+Pc9+9rNPOe7Nb34zP/zDP7zi+EUXXcTY2NhaTK2Pxyn6emft9I5LV2ZFHIVD8MGvbuPLt3d4+6vu5rJnrGfLRf4KvWPGJnj1Ww9zcPE+/ubfLj7pZyk8lS+Wjt3k5EaPk3Kp3umaHaeE5y3RO3OzHt98cPPSMVKt0Dt/9gcdbvpeFWcMThucsWA87j1cYaY9fvRVPIQJ0Nc7Z7je6fPOWvLOyhrMR+GAD371S3z59lt5+6t+kcuecS1bLrqwB+9s4tVv/W0OLs7wN//2ryf9LB8+74hlvGMfIe9M880Hdywd05N33sZN37sZZzROW5wxYAz3Hj7ITHtls62Tv1jR550zmHf6WDtYIVb3d2jzS6PjPGtiHb+1404e6LTZXZ9beQ3gbw/sYqgU8qbxTSf1d1wPqSCcW9Xfcd6yRsSAMu6U/o7nLd35PFoocdWGrZCYY/5OL9XycxdezrWDwwitEcbiWYGnLRcMDjImFSpJUEn7Ifo7/RoZjxaPC4PZOdi9bx+eFxEqn/b8fmZnJ/HLIyRGE9oOCovBUS6XcE4ipSKxLXypsL6i1WphrcNXEQv1Bu22odWK8YOAcqVEtVzm8OGUTsehs5Q0y6hUyvh+BW00CwsNpBAksaVZTwh8BRqKno/v+yiVR907nQ7lQhEHNOt1jM4oVUuExuApRdxOmZtr5PVknCPwGxRKMfXFFiYGl0rm7v8mUblIuTrCYlYgVlUqokyz1SDS80w3DhEMnotNJapYxCy2ManGGoPveySdFiSauL1AoVJCWwiFoz49SZxlRN5w/gA1GSJL8tIT3Yd0JgTKeQjnyJRFIgmm5/A+93n0v3+b5ImXUbrm6Zhtm0kCkGQoK8gGx6m+5MdoTi4wePAwWjqctDg0R2M9VgBeLv5EdzUirEVokz/YT2AEJ7qF2lW+4BKu2xnU5s0U3PFffJeAwOEQ1mDCIrJcxjiLQ2CFQDbruCTGCACbE5bn4VmLIM33GtsEdf/9DNxzDwabl+FwIcJCpnT3teTRNS0sWkj8YzXHHHSTJo5G6I6+nMwYLI4gDIjKRZI0o9VpozyF56m8fqIvu+WD8tSoarWERJCZLF+4ufwzElJiOEp0OYzWWM/DOIfuplZZ50gzndc/kwrlBxhrSJKETFuMdWht0NoQBB5B4OXRP6nwfYnWmiDwsYBxOaE62+0UKwRSCjzfw1pHmmYYoxHSQSqQKv+8pRB4sWRGLHDHvXewed0EkgATFkhFQDUMqehpFvasNA/7+K8LKSU//dM/fcpxGzdu5IYbbuDQoUN89KMf5W/+5m9WGM3WWt773vfyzGc+kyuvvHKtpvyQkCQJhw8vbchTKBRYt+7Uwv7CCy/kGc94xlpNrY8zCH29szZ6x2jDjfc98RTvvuDAXJGfeecTWfd3CS+7dpaffWXCpssLS/SOHRrlV351lm/eO8ud+4ZXvZpUaoXe4WRGj3BL9c5DWMOESjM+mGGcd0zvZPWYmdbSbAch5Qq9c/e9jq/dPnDqmzwk5Iqnr3fOTL3T55214p2UG+87dT3jA3Oz/Mw7/4h1f/fXvOzaH+FnX/lzbLr80mW8M86v/Oob+Oa993Lnvr2rXuvh8w6PgHc8xgeHl6yzsvoCM62lpTV6887dfO32W099k4eBPu+cmbzTx9pACsGzt207pb+zzUg+dt4VHHbwD/OH+ce997OnsbDkWhb40IF9XF1bx9O9aFV/x/XYNSxgVX8HtWy8O7W/01Y+09nSLIlQSkY8H5Majvo7vXYwX6IC/ocMMIG31N/RGkfKw/F3+nj0eFwUMBSAtJJCoYgXKoQncChabUO5MkwURFircHjEScL8wiz1xTphUCAII4SAarVKpVJhYb5OmhjKxQGisIrOFNXBMaqDJYSEZt0Rx5JiOaRQlFirWTcxRG2wiFIWIS2Li4ssLjQQ+AgCWq3WsQdRsVjE930a9TrOOayxpB1NEqe02x0sDqU8rMmbI5hWgo0toRNEUhI3NCINsWkRG2wiWncF6yYuxMZ1AhKsL5npxAjfUSxWGBi9iLA8CNaStus05+ewSRsb15FZC7I2rYUZZNYhbczSqR9BmiQPvhiLn+o8iiDzD9tICSgi7VFIJX4GYWYJsg5q/gDlL30R/WfvRn3uXynWM4xTWBHjW0Wy7Vz8q5+M8QVG5J9Rduz3KXAInJ+nVB2DtQhjutlc7liUSLijBSZsTjh0CUZJ3LFSP+KYEBIuFzhCQBqGyGoVX+bpFw6gvoBKU1w3FmWEwymBkQAW5UBYgdDgrCAjABNg0FiR4JuMUDs8I/JUDeFQzoAzxwrRd18o3ay/Y2lbzlqsNRirccaQpinGGDzl4XkexhnCUki1VsLzQGcx1VqZZtzAOo2zGQKLUqBkLjryt87mO46sA2tx1mCdQXiCzGhSoxHKx0pJs92h1YkRygchEVISRhFB6AMOKQWbNm1ibHQEay3GGOI4Jk4TUp2RaY3WNo/ES4WUCs8PCKIAP/SQnuzuDgdfekgDZBbrZYxtHOXyS89n6+aNVAcrDFdLTAyuo1wZRqiAYnnkdNJFH49zCCHYvHnzqQd2sX79et74xjfy5S9/mRe+8IVEUbTk73v27OEd73gHSbL6LqHHAlNTU3zhC1/4vs6hjzMffb2zNnrHGcvh+uBD/hQOL0a851MTvOhnRvjK+6ZQ826J3hm9dIjXv3ySQK1e8gIpV+gdzOrV+wQs0TuoU1cSHKsmPOeyqSV6xzXrLHeJnFypd9xpLSTo+nrnDNY7fd5ZS955aKUeAA4vzvOeT/0jL/qZn+Qr7/s71HxnGe88gde//KcJljXIWoKevHOSEhm4ZbyjHgLv1HjOZU94hLxzenf/9XnnzOWdPtYOm6LCQ/Z3Nto2b64N86lLn8y14xsJl/HLgVaD9+7fRUfY1f2dHj1PhGN1f8ct44Fu6YyT+Tv705gb9ywrnegsKlvq7/QymKU9vf5OH48Oj4sdzEoIin6AEAaDoZMKgsJZjK27gOp4mZndCToNiGPJYnOeoVoZrMAYe+wf5fmUCgWcEDSabYwxFAoRQnrEiUJ5LSY2T2CSCsY6HPNkWRtrNI1Gi8HBQQphQKfTYWCoyPDQEDqOcSLJH17G4Ps+1likkNRqtfz/rSOLU6yxCM/HCEGhVmW8HGHiJoVQMt9qEGcST/i4YpVOMMD6i36AeqNDsnCYjduupNluoU2ML0epDizSmNuNF5Ypr9tIXB+iMXWQYd1ifnqaYLBCXJ/Fl4aF6UWiQoXG3BxBsoBzGS5tI4QDY1Gp7ZZMt4Q2/xFpKY79UD2nEc5ihEI4CVKjFieRn/4spmMIfvyHMYEi8Sw4j9JTLqP+H99g4MAssSfxjUPQTTGQopu6dfyH74zFZTonG9VNS+oSi3QgM4NyeXTdAS7wML6X/9ylxNr8aSudxMq82UNSLhDUKkgLeeKrwMzNERztouy6O5iVIpN+Pj+jUYZ8N7XNo9PKWoxIscLinEBZhbAyT79TAqdyRZb3TrcnkGW306lzCBxC5nXIsrRDEPiEYYAxBumLPCruHFmckAmLdJbR4UEQhkTHFAoepVKE0ZYsNfk8tCBFY2yexmatxRpDFBWw1qCPdYt2qKhEnKQYk1EsFvP0LaBYKGCMxWmJtgZwtNpNisUClUqZRqOB1hrrLMpXSCHxPZXXdiN/YOgkRQWSYhRijcNZhxKQpRqpBEHg84QnnM1Lnv+TXHrFlcStNi5JiZ3HzfceYa7xPSh6DA1ugBs+tnYE0sd/CWzevJkbbriB3/7t3+ZP/uRPlvzts5/9LLfeeitPecpTvk+z643NmzefmY3m+vi+oa931kjvaLtyQXNKCPbPFbnuDy7ibYcO8drfyZbonee/yPBXHzvCrbvXr/JhypV6R5/E6LFuid7BV6euUOEpXHWp3tm712KXm8dSrtA7Kwc9crjuorGvd85MvdPnnbXknYf/eeyfm+G6P3hrl3d+axnvPI+/+thHuHX3nlU+zB7rrJPyDj145xTE43k9eGcPdjmn9OSd02fP9NdZZzbv9LF2kNqSVw1/6P7OVs/x8QufxNsm9/CXO5ZmGXxpaj/f3LyZZ/nVnv4OPWowi6ON/Xr4Oyv0hxAYXyJSVvd3wmjFTulN5SrhUU5xR3cwr3w/hLWnzd/p49HjcWEwIwVOAk6SdhKE9DAmZnBkmASBKU1QCiRDUiP3SRpzeykGAUIpOp0UYzTaWLTVLC7OUyyXMRaS1OCFAUhJvS4olyIGRyOMScHW2PvgAlYL5mcbZHHK2Ogg5XKZTGdkOiNOElSxSKFUxGSaNM3yLd/dH4Y2Gs/3SbO8eL9yCikFrWYdZ2N8BUVVoFKosXHz08jwCZyk3WnjV0bYMBhy5OAOpvbeSXVgM2FtkObMbqLydoxeZLF+gA2lJ1MZ28TB+28nXjxMJAyNhWk6C5OUAoWTJcrDIzRnmiTzhwkGy0iXcbTWlNMWKyTqaLcNkf/wjeymJbg8AcIJg3Q+wvgIDJ5p0v76FwnPH8dd+USks4AlWzcOZ5+PO/BtBCmg8p3H3V+78Lw8vaArSnB5ZN2R9xfF5QssiUAaB3GKZyET+TxE5GPDPM3IuqNRKoe0gkyAh4PBGrZcxOtGztCWdGYmN5idQOa9hUF6YHNz3ckMaY9HsR0GKzOEUwjj5yLKdclZ5rdVxiGd6NaU7hJaN83qWG8NHJ6USOkQXr4bSUl5rNmENRYvCJC+IvAlvrMUvIBWo0mhVCQqRmSZQQpFqxnjnCRO8g7aebE00Y22KzqdGKUEnqdI05RyuZzPwTmchSxNc2K0AqzDZBlCQLlcRCpBq9nEuhZCiDwd0VeUAokUgizLUwOdcXhK5Z2PyQ15KSQCR2YMWfc7lBhDWCqydfuFKBnihOC8i69EWkVTW+5v7mRoQ53UpKAqjxGR9HGmQ0rJa1/7Wm688Ua++93vHjsexzEf//jHH7LB7HkeGzduPK1z+9jHPkYcL63xet111+H7/mm9Tx//xdHXO2ujd4zDPUJD1TrB332ywtVXH+Sia4eP6R25YYgXXzW1qsEspFqid4wRHF4srXqfvC7gcb1D4J3S6HnhJTvwqyPoE/TOx2/ZSmaW7XAUcoXeOZ0GM/T1zhmtd/q8s0a8Yx8F7zj+7pMf5eqrn8RF1/7ICbwzwYuv+qFVDWYh5TLe0RxeXFj1Pr155+Rze+Ell+NXK8t451tky3dKC9WDd07epPDhos87ZzDv9LEmEIAwYNXD93cC0+Z/jo1y05FhbpubPXbNxFr+6dAUz9w82NPfWa5VlJCsK1VW9Xdctiz7S4i8fEUrW9Xf+ezB3SuanL5o2zkU89o3x/ydno0AsafV3+nj0eHxYTADVok8Yic8pATpd5iZ28vo1gsZXb+FrAMehunDO/MFvXVok2KsYbFep1AKiY3ACotQhrjdplSpEicZquCxactFCNtkYeEBnNTo2AcXonWM8ARxJ6HRrNPuJKSpQQlFqAKUdbTb84RBAE5QLpYQQuJ5FosGaUnR2NgQCENQKDBYrZHoBKOKdOQwnjdApXIW5bHNIATzRw4yWBug1c4ojJ1LJQpozHWYnp8hmz3C2LatDA8OcuCOPey75xbWbz+P0YkJOu0GJBonHXGrTtpMQRYwWhM3F7BxE5FIMCn5rynv4CucRFqHkQItHL6zKCe76ZqSVDmcEPhG4pm8zphVGcWFRTpf/S7Fsy+lOVBAGkuqioTbz0V8/RZCZ3NS6dbmEUIg/aNfqW5NHm26zSeOdv/MSU8C0hp0p42wFqsEwjpcFCFKhTztCoFnPbQwqG4ag5MSb3QEUwjzCJkDZQzJzBwVd5RQ8zR9IQUCjcIgncWzBmFcbj47D2Fst4C9zUP84mix+jxlI+8GLKEbD7RwLLIlEHkTQcBaTZqk+JK8O3ai0VmGNYbAD46t8bI4w/MVcZygrUEKgbUQenltRd9TJEmGoNuww4GSqntPgVIeOkvxlKJaqYITNOt1giAg8AOklOgsw2gNzlGMIqrVCkEhYHBwkFtv+09AYenW/XL5AjR/gOSRP6kUzhiE5xN4Hs4alBNoa7tReA/le3h5JTduu/1+JvcdoDzqsWnr+WTacc89d3HPf96GdYYjs0cIgoU1548+/utg8+bN/OzP/uwSgxlgcnKSJEkIw/CU16hUKrzkJS95yPecnZ3ls5/9LK94xStWHbN///6Vu3f66OMRoK931kbvPJrU7IPzFd7/sTJ/9aR0id7ZdK4hUJrUrJTLUuX64KjeaXU8btx10eqfu9ZL9E6tZnjWeTu54dYLVj1nyyaBKwZL9E7WjoHa0oFipd45rQbzsZTyvt45U/VOn3fWince+e/s4Pwc7//YJ/mrJz1zGe9cQKDUCrMFjvIOHOedDjfu2rFi3LHPXWfLeKfGs847nxtu/d6q52zZtBlXjJbxTnvlQEEP3jmNDk1/nXXG804fawPp3CP2d84VES8f37rEYAaYsobMuZ7+jlBLTd1S4POMs86G+XpPf8dm2ZLxi0nMVw7sZXtlfFV/52Cn1f3WH4dtx4Rhbam/0zMwL06fv9PHo8Ypc3uFEJuEEF8VQtwrhLhbCPH67vEhIcSXhBD3d/89eMI5bxZC7BJC7BBCPOeUs3DdH0LaJs5aaGPxvYjh4TGGBsdYnJlCG4OsDNO2glZHMzvbZHFhnnqnSa02wMjYACpU+IWAwZEaQinarYROp4NuJczP7WTywP04U0S5MvXpBTwhKQxFlEpFAulhXEw7TomCClHRQ3oOZwzaSDKT/0i1hemZedLMoryc/pNOitWQAAsaVDiIcB5eNMI5Vzyf9Wc9iXXbtlMeHcQvFakMjGEF1MaGmNh+CURVCtWQdeMbqI6fTWv+AI2FBQq1CZLZ3cw+eA9GFOgYh25M4WtNrTZEaWACoVsc2X0HSf0QGs3C4TlsEoN0CJ2gshjPgZNghcSzMm+AIPP1gnIS30BgJEiDkzbf4aAEyhp4YA/yyBTWWTwjMNKD9QPEkYdweSkLK/JupjiJCPJOvVY4jLAoY3BW45zANwLp8sesQ6CMRbfqeNaBFHgOslIRVRsA59BCII2Hw2I9g3QCo3w4axOtQOJ1P5OwsQiHZhA6wwmDsAKDxCqBIsU4hXMh1jmczUUBTuNcd+eByzs5WydwVmCNwLjc4HZdxhQ2pyArHKJbtwclcRh0pnEWnBEo4eWpiGFI6HlIHAoLRpNlGVZ4GOljrEBaQShDPHx0R2PSfEeENQYlFRKB1imFQoCnJCbLiIKQUlTAZppWo47vCZRwFMII34tA+qB8/CBABQqhYHR0FCk9SsVq9yfvsFZjtMZlBpvmZUrWjY1xwfkX5Kli1mEAnEAbi/MUKvTwAkUU+pSLEZiMfbt3UF9cpFIbAudTX5zjK1/+Iv/xjRt48K7PsXD4NurTdz9sYnpMeKePxy1+9Ed/lPHx8SXHPv/5z3PkyJE1uV+WZRw6dOhhnRNF0UNq8NfHmYO+3jlz9Q46wT3KnXNf/3aNhX3tJXrnGVdOMlTq9D5ByRV652T58jqNl+gdqiHrJ06+mFHrR5foHRbaHNrfoy60dCv0jnWncSdhX++sid55zLROn3fWkHceXSDn69/+Dxb27V7GO5czVCr3PmEF7xytHNobK3mnwvqJiZPOaSXvzHJo/4GVA/u80+edPh57OPBM9qj8naePbmAoKiy57FcP7eGgiXv6OyyvC+/IfZRV/B3SpX1zMmuZbrVP6u/YwtIePIHyWK8KK/wd06sGs3Onz9/pd/p71HgoO5g18Ebn3K1CiArwPSHEl4CfAb7snPsTIcRvAb8F/KYQ4kLgJ4GLgAngRiHEuc6d5IkjHA6HNuCh8KUibc6yb8d/MHX4AeIk5ZzztpBYTdqOWZhbxLOCYsEnTjWt+Wk6SYGgEOD5it279uCrMvXFDp24jTd7PwtSI8MqUUngyw5pluGHPtI60rTN6EgNFQl0muHiFCktyg+wJiFugs0kCEOWJCilmF+o47V9wtAnECHOt3glwdBIjSRuUy5FJPE8s3tvIxoeZ/LBu6iOb6UwsJ7RzWehkwXaCwt4RlKrDbHYmCepz4NfwZg5Dh96kE0T5xG3d5I25/LOzX5EI55DhCUK5QJZokgtCM8nKhQxaYoXKJSUICSJTrHWIpwmVRC4/MGbeEV8oB0CKiDoZBQSnRc7FzovqWE8BArZXsTNTGPO25o3QkATRAWafoAn20jrjm7gwQFCqWMdQgXkDW+0OVYAHrqEhMRZh15oUMg0pgCBgdT38cbHUdYhZIJRIK1DGIkvIakUKG7ZQCIgU5ZUKWpHjiDn5kllnmLkWYu0Nk8JPFrK4mg9IGePb3NeAZd3Cz4ates95IRzj+ZUgBQKrWPq9QbGGkqlEr5SZElKEIW0Oh0ybVicnaNSreIHAYnOSK1Ga402Bs/30UmKlBLfE3hKkaSWUqmEMXk3Ys/zcDiU5xGGIZ6ShGFEnMR5fNxasizBk6CUYnZugU6SMVAbpFYbJI5TrIG400YI8KRACoHvBTgL9cU6vu/j+4qBWo31Y+Ps3reHzGisUCgpcDojKlSoVauEhZArr3gSg5VxpBRkaULcbtHuLGK1pFyS6FbW6508Fdaed/p43GLdunUPaafyY4Xp6Wk+//nPLzm2bt06nv3sZ3+fZtTHGqGvd85QvZPqtEftvNVMl96Lh5lGgc7MIpEaXqJ3pFyl4ZZgpd45yeY922ihstISveMPDLBMWBzDaCXmuT84B2LdMb3T2Jdy084tPeYijr3+43rndOZ69vXOGumdx0br9HlnDXnn0RnMM406nZkpInXhMt5ZZQ/YI+Id3YN3emO0UuW5P/hkOGGd1di3j5t29jAxRa911unOMe/zzhnLO32sGfKGeifxd2RAEK/u74xLR7TCqBXE0iOTYoW/s5yPHC4vgbqKv9Mz8BaEq/o7+13K1w7tXzJ8NCrwQyPrSeP6En9H9KgHzVGD+XT4O31/+VHjlAazc+4QcKj73w0hxL3ABuBFwDXdYR8Evgb8Zvf4x5xzCbBbCLELeBLwrVUnoRRSgjWWerONyVJKlZR6YxpmduEM3LtwCFUaJrQNtm+ZwGSWemMx3x3rO/A9Wu2UkaEhfNmhVi4yVK2R2ZTYaBotxYazLqFU0NhkPzP1OnFL4JqOaqVGeaBCPckYm1hHe2qSTtwgtQKlBAJFlmrKlYhiqYDRIFVAs9Wh025RKQYUygWikkfanCGQEdo5srjDwd23UK5vZmL7EKFfQigPJ338cAgVgOeHzM1NUy2XOdKYJorKDAyexZHJ3TTrszQWp2jPpYjaOsJIkrQ7KDlPMn8Y6fsEhSqh84iiiLlOTLlcwS8VsQ5Elvupwgk86+M7TXzWVsIfeTZeyUcWfaQUNG/4Iuq2u0FYjAArQZoA8AhSjYo7XYLRgEBYmRe8cA7hbP6btgYrJMKT+Q+zS0pojTAGhz2WjpB3JAWBw83O43QKzs+j1L5HYctZLJYUgU7BSHznk3mSwDhaZ22GTVvxjCLzDAIHDzxIodXECB9lMxCgAKsUDok4ShrW4mweX8sjzAKxnGaOEaU4Vo8H4XDuaEEjcfQlnFDwPu/MbRJHvdkgiHJjzPc8JBDHHZTKCVfJvNFDu9VGeB5CKeI0JsvSPO0DQalQQBuDEJJiqYjD4vkeWIe1Fm0dnpIEQZ6uZS2kWYZSEiUlnicxNif9JM1I0gXSVNPpxFhrUUIiUfn74gyeH6BUQH2xyfzcAmPjI1x+2SX4vuLKy6/k8NQUcRIzOXmQocFBbrvtNhrtFhsmJhjbMMQznnUNGzecBVaza8cOHtj1IGEYIMMKARntTo+0uscB7/Tx2OHf/u3fePvb377k2POf/3x+8zd/8/s0o5X4+Mc/zi//8i9TLBZX/O0DH/gAe/bsWXJs69at/QZ//8XQ1ztnst5xK0pkPPuiw/zmz80iCx428hA4bvhIg/d8+crVvgGIJFmhd1bF0WYzR/WO0Sc1V9zcAk77S/TOS58yzd9eP0wnW1nL/aVP3sn4RUNkJ+idfXc1MGblPZyQeRr2Mr1z2iD6emct9M5jpXX6vLOW66zlvHMpv/lzr0EWfGykEMANH/lH3vPlL632LVhj3llcsc566VOu4W+vv55Olq4Y/9InP5Xxiy5dxjt3YnqU68h5Z/k66zSW5unzzhnNO32sHQRiib/zT+1F3nngQaQUGCWQUnJtaYi3DW/o7e+Ql85Zed3e/g7L1jt5HejV/Z1epXI+O7mXV4+MMiDNCn/nw9MH2d+oLxm/pViiFHdW+Du9S2Rw2vydvr/86PGwajALIbYCVwDfAca7BIVz7pAQYqw7bAPw7RNOO9A9drILIwT4vsRZDy8QZLoNJqVQUMwnlrFyxOiG9SxO3Y8nQtqtOu12h9HxMUolR6PVodXKOHz4CFantFoJhXJEmmXYWNK0HtH8NDqt0F4MqJS3oMUROtSxDcuks5RGt1FPDFI5SqUSrSSPdmhS0iRDKA+pLIHvE3gQBYrAEzTbMZ0ko9gKqFYiYt0k0Ro/DJGJ5sjBaaz9T8qVCkG2jWhdCYdmbmGG8ZEJBqoVWlPTaKkRyTSJGGRobBvpwhReNEhndhciazO5WCESIZFXYGBslOlD+yBLKEchC4stKkPrKNWGGBjbihMOkgRpWlhhusXdHZ3BKurqp2EjRSoExSwm/sbNaCUQ1kdYH0UKQpMpS1IsElUGUF2j2iHQzRZRkqCczWvZCJt3DpUC4fs4IZBHg0jWILuixIluZ9H8/xAO1OwcNJuoahWtNJmwsH07yfA6qvv3kSibvxZlaFQioqufTLtaQmDwrCHqaNJ776WgYzLn5Z2Su0XDhJRdossj6q7bYVQcJU6OFnM/oWuo6OqZo+QlulG6E0NbsjtISkASxwntdvtYTTZrLWma5k0d0oTUZHh+SG1woGv4QyfJINVExSJSKnw/wBiLtYZ2u51HtwMPzw+wQlCv1ykUCijfz2t3SYlSPlYbOnHegdsLVE66AjypCMOQTGsKxQLOOYLAJ44tnvIol0p5B2bl8JSHFIpisYTWKVJI1q8bp15f4O677uKyKy6jUqlQKRWIopBWo87u/fupLy5y9oUbGBgoEQQFOp02e/Y8yMzMLF4hJPTLtBcOYO3SNJmHizXjnT7WBNdccw3btm1bcmx6epqbbrppybHzzjvvYV13YmKCKIpWHDfGsHfv3od1rR/7sR/j3e9+N81m89ixBx98kH379nH++ecvGZskCTfffPOK+ss/+ZM/SRAED+u+fZw56OudM0vvfOeBTeyfry15qwdGLBe+aHiJ3rn5309SZkcIvFJ1id45OCWJ05XLDSUsGwaaOBGdoHdObqz82+1n8aaFeVRVHdM7Wy6rsWEkZtchjxOXNaFvuPraCnG1sETvfOKrIysb/HXnfqzOZ1fvnH6jp6931lLvrKnW6fPOGvHOLvbPzy15qwdGRrnwRS9exjs3rfLBsArvHCZOV5q/Skg2DAwuW2edine+2+Wd6gm8cwUbRkbZdejgkrGh73P1tc8krpaX8c6XVzb46859+Trr9Aa2+uusM5p3+lgTPGnjRjZXQmx83N85rFNunZ9ZMu6s9QF6rLe/E4cedplpvK5UpoZb4e9oHJOtxtJJOPJscXr7Oz+66Sz+6tAe2vp4Sa99rQYPOslTU5b4O0dCxS2TLZYz2QvXTVBGk9ll/s5qu5RPl79ziubLfZwaD9lgFkKUgU8Bv+acq68WPaC38b/iaSOE+AXgFwAKhRCFJAwUYVRAuwznoFAsoYSi5lva0/uZbCeUlCRra+ZmGyivyMjoFlrJDMaBHwlaiwtEQUCxXEQFIU45FppNhPKxnUU6MkRUzmd44zAHb/kc1ipGymWKY+u46Ekv4PDkAe77zl5KXh6VzjJLWCpghSLJHHYxYWJ9lUy3KRZ9hJAUwgKNRpssFTSbGi8CpAcuYKC2joGJswmAwztuIvXvYutFT8MqwcKBezFH7kIGJZwVOO1ozB+iPFIlKNQIao4BUQPTQDZmCFRKIhWFifOR1QpVV2buyAPMNeeJY8W6TUN5yQs/X5A4rREuxUqLcwYnNHSaqCTGhGUCJ7BS4q8fIw0FSkusU1hh8WSGlAFs3Ei2eSPOOYzIo2XtQwcZTNt51Cq3lvNgusgNZnvsx+qO7WDOO3t26910vxLCOaKFReyRwzCxAT8DPEO6fhz1nGdS/8TnKDYaJJ4gq5Twn/GDRE+4AmcNsWdQ1kcdmqL1wIMUbIrvJMpC7LlcAHQNZgm52rB5Mw7RJZQTZrkkGuacQwjX60sLIu/87ABju6XoBWRphk46hIWQsFCg1WqRdDo4LIVyCeX7tDoxnlSAxDiHcQ7baecCRCqUUgRBQLFY7KZP+TSabQ5PT6O1od2OUUpRKEQUohBjLELIPA1ReEgjkErinMU4CEKPiiqzbds22u0WkwcPonWC0RnWQhSGWGfQxqAEBIGPEAHaGL71nZsJfMXC3CJ79u9DKoHVmksvuZjzzz+fcq3GwcOHWJhvoTVYI8m0Jgh9Nm7awP65aeqNGUCT8cgzqNaSd/pYG4yMjPTcBfxw8PnPf56pqaklx5773OcyMjKyYmyr1eLTn/70w7r+1q1b2bp1K3fdddexY3Nzc7zsZS/j05/+NOeccw4AO3fu5D3veQ833HDDkvPXr1/Pj/7ojz6se/Zx5qCvd848vTPfLhDrpQEfE3dQiVqid8LhIXqXpHA8/YrD1M4p0z5B7/zrrcPMtQssRzHIeMFF92O5mON6x5x0J+GB2Qp7H5xm42ZxTO94W8r837fcyat+73z2zg4CsHV4jl+9boYXvjggOUHvzD0Y82/fGVzlmyh66p3ThaO6p6931kbvnG7O6V6zzztrzjtt4hMMFDjKO3EP3umNp19xJbVzzl7GOzcz126tGFsMfF5w0aUr1lkn551Z9j64k42bt57AO5v5v2/5HV71e29l72xuSm0dHuZXr7uOF774Jct450H+7TurbFRdc97pr7POZN7pY20wGIYUPbfE35Gs7M1gA29Vf+frM7PMJPGS8U9ft5EJT+ZZKyf4O80s45933rvi+tLYVf2ds6XP5kqN++aPNxJcTBN+6dZv8qGLnsyFMiLxBDvTDn+9736+uG/3kmuPFIo8Y3gcspX+zsl3MD96f+e0V/n5b4iHZDALIXxyAvoH59zRlfyUEGJ9N8K1HpjuHj8AbDrh9I3A5PJrOuf+FvhbgMGBqmt32rTbLVTgo3yFUD5SBaSpRnfqtLJF0vk5KpHPwvwc7biOlD7NZoKsnc2G4SJTB3eSpQkFX+ILKIclbKFGcXSYxcN7SOOIy676YZrpDHtuv5GK3yGNQsJCCSkDjJZMjG/kYHkYoReJlKOx0MJ4HsoPqNZqBL5HajRRoYw2KXNzsxRCn9qAR7Od0XIapTPKQYQvDQuzh8h0yujQEM36NM1Wg8a+/yQ1GY6MKRlQnjiLgXXnENphKhWfLG2AHcCrjiHMPH5xHJkuYH0f4dcoVUsUxjcjwhqlibOZue/rmPlFDh18gNGxMaRtIvExmUOZ/OEmhcIiYWGBaGGGpFZAWotWgtLlV9D+5i2UD07iE6NwSBtSH5qg+CM/SnuolhOIhHKrxeJ994HWGCFw0iG7WsIJgfS6qQlHg0LZ0RIZDofNj9MNuztL0GzTvONOggsvxEkfZQ1SBshnPw25fgDu2I3nB3Dhdsx526iHVYTL8I1CGEXjlu8RzNdx1uHZtLt/J693JaXECYfVDrDdjqu5wSwc3d0+XaI6Guk6/v3slsAQx6LVefpal6xE3m0YwOg80u0FAZkxCK1JsgwL+H6I8nwybRBCECcZ1tpc9DhHoVLMawIh0DpP11LKI01T5hfqtDsxRufkHScZQSgQcYIQEHg+QkChUEBbjbEO5Sl8H4RwGJ1y5RVX4pxl21kb2bhhnD179lGvN1hcaOb3TPJ0MiEFqU6p1aqEYcDcfJ1t286iUh4gThOiYpEf/MEf4ElPfCIT6zewZ88evvb1byB8RTGqIJRHsVTjqh96Bn65xt//46eYnbkbz3M9VcnjgXeEEP1HyGOEa6+9ls2bN7Nv375jx77whS9w0003cdVVVy0Zu3v3bv7oj/6IJDm+I0MpxZYtW07bfAYGBnjBC16wxGAGuOuuu3j2s5/Nq171KhYXF/noRz/as/nfz/3cz7Fp06YVx3uhWCz2mwGeQejrnTNT7/TaNXfTveuZO3CI0kXmmN55zrPhSZ+Z5uYHxji+ZnZsGWnz269pokeHjumdQqPD7rt7N/gTgPAUJ+oddwqjZ7ET8C83hrzuaZ0leueil2zmMxt288lPNiiXLC9+fp3hy4ZoLtM7//fjIQfnVwneCZbonST1mG2dvgyLo+WA+nrn9OudteAc6PPOY8M7K83Um+69m7kDuylddOEJvPMjPOkzn+HmB3YtGbtlZIzffs3rlvFOk91337XiutBNi3/YvNPmX278Iq972tXLeOd5fGbDCJ/85Ocol8q8+PnPY/iyi3vwzkc5eIJJtGxCy3gnZbbV7D32EeBo/fs+75yZvNNfZ60NjAGW+TtXr9vI+n17OHTC7++m6cN8fWyCZ0alJf7OnVbxrj0PkJ3AX1IINnhqVX9nZd87h7Cr+ztjTnHt2LolBjPAfc1FXnLnN/npcy5mIUv55AP3ciRZqbN+aut5bBU+zmYr/B2xrC9G5PmMFIunzd85SaClj4eIUxrMIn+X/x9wr3Puz0/402eBVwJ/0v33P51w/KNCiD8nLwR/DnDzye5hrMFJgZQKZ8BKQeDlaSnCgfbKICw4n0NHjoDJiKIIrR3NxQbnb7+UwAuYfDClVqlQiSKa7RbOLzA+cR7rL/shbvnaP1OfPsTt3/t3KJWorL+ScjKP356kJYtEUUTWnuLIzEECkWKwCF8RFQq0OhZjNLOdWbxAEkQeE7UJhC3iQkfdtBhQKZ6CTuJQ0ieUIcI5jE2I6zMcbNfzZhfCR9mEQMQY5+MHg4ThEI4yqUxIszaB5zO561Y2nX8xm8+9hEnXZGFuF+WRLSw22+jZPaSVCWojY8wcvJckNYyNj9JqLtDqdEiyJpgRbNYi1Hlao7TghMKbbyF274UtWzAStHC0tm0m+plXkP7zv2EmJ8mUT2l8E8XnPIOFK88DCYEFnEbet5PCzgfyOszCYpTu1ujpPuCUPEZCjjyaLa3Nm2CIbipGN0IkrAMM6tu34V39VFpbt6G0oKUySgRkV15B58rLcEIhrSTKHKnQCCGQBBR37cB8/WtEsUZaASLDiBDpyKlFKRAOKWQeZT+aMuqOzu94GWWRTwsnju9tckfnKo7G57t/EWCcRXo5wSVJglKSJDMIKdDGkGqD320QYbv1EkulMm06pGmK70mMs2idEYUhnucjpSRNDa12hyRN0cYihUIpD9vtEt3pJBhf5ZONHFKKvCGFdSSZRmuD5wvWrxvj7LO3kSYdFhfmKZcCLr3kArZu2YjnhRw8OMVXv/p1stTkQsxoPF+iPEWhWCJODWkm2LJxgp0P7KQ9v8BsvUFULlOuVakNDHLJJZcydWSKIFT5w0VFbNx8NkaW+fK/P8CDu+5D6xZBsLK25KnwWPBOH48dxsbGuOCCC5YYzJOTk/zET/wE73rXuxgaynf3ZFnGW9/6Vm699dYl52/fvp1XvOIVp3VOr3jFK7jhhhu47777lhzfs2cPb3vb21Y9b926dfz8z/98TwHS6XRWGNKbN2/mmmuuOS1z7mNt0dc7Z67ecWZlivBMs8CuOzSXXSSP6Z3yxVX+358d4m3vNEwdShBCURqs8Luvm2fTs2qkJ+idA9+b5zPfXKWUjwCxTO+IXinky3D954d48Y8tsP5yf4neWXfVJl5zle3qnSpymd5p3XmYj3xqY14vcBkKXsZ4pQUiOKZ3DtVrfPfg6QtsSdXXO2uhdx4rrdPnnceSdxrsuuMOLrvo4hN45wL+35/9BW97558wdegwQkhKg0P87uvewKZnXbWMd77LZ765SkmNR8w7X+DFP/ZjrL/8ict452pec9XTjq2zVvLOf/KRT/1jjwaqUPB8xiuVJeusQ/UFvntwX48ZPDJIla8b+7xzZvJOH2sEa/CW+TvjmeDcSm2JwTzdafPaO7/H759/OSPWkUmJC0r8yc7vcufi0tI+m8sVrhudQCRihb/jjm4aXAbp3En9nZ8aWs+/Dkyya2F+yXkH2k3++PZvr7jeUYxGBX56bD3FxKzwd1qZZmpZdse6coUnrN8IR/JsjEfr7/SLMD96PJQdzE8Dfhq4UwhxW/fYW8jJ5+NCiJ8D9gEvA3DO3S2E+DhwD3mX0l8+VZdR57pF9bXFGkOAwiqLcIaBSoVyqkmSGO08rJKgAjKnaNuMVr3Ogfu+jXWKrFWnWBmgun4Lzalp9szMsvGi9Yxt2kRx3UY2bH8S2846n9nmEUY3bqV55EGm7vsyI4VRsvY0rbndJM1JoIXnwWKjQdJx6FRSLlcx1jK3MMfwuhGMUHhRhYuuvIxW1qax97u0F6boLGraGExJUx2oEkY+Jc+RtDsIC1paWhYKxRrlsEahuoWh9ZfgFQvEOqE9NY3L2pRLBfbv3MnIhktYt+18Fh64hbi+SMmv4QmfpDVLUp9mYeoBsk6dBRsjCRkd3IiUEQKJzVp4NgYhcRisgGKa0vzO9yg+4YmkpSLSWZx0pJdcgnfOZryFBQo2RA9WqBejvISGBuUstBrMfvlrjC8sYJ1AWY+MrPtLteAEyvfyGJOTgMVlabcshcy1aze6dBRaOsJDR2h+9isEPztOp1IgyPMUEFoROoVRLjeppUYKh68lTE7T/MfrGTmwD+P8PGLlLFYaPKOInUR4YIFM5c1vQmOxVoCTKE6o0XPCfET3+4joxruFRSPyCymHdGAcCCERLk8fCUIf3w/otPPIXegHBEGI7/lIqejEHQyOdruDs3lKv/IDSuUyUeiRJgn1epMssyjlo609JuaU52PjFKkUnswL75tuDTIhBVKKXGxZS5yk+L6HkJJt287ixf/jRXzvW7ew12QkcQffV0RhwBOe8CQGasPc8p1bmD4yh7EGsFQqRdIkQQ361GqDNFsd9h08QJpl7J88gOf5DFRrYC1zM7Ns3ryZ0dFBwjAANA4fJySFaJBKaRORP4zVMeqR5ZqsOe/08dhBKcUb3vAGvvGNb+R19Lo4ajKf6tzXvOY1PctjPBpceOGFvP71r+d1r3sdWq9MLeuFKIr4nd/5nVV3Lx84cICvfOUrp3OafTy26OudM1TvOBOveK+Nlbzr+nV84EdaeDX/mN4Z/IEN/PUHF5ELC/g2RA/m/Sb0CXrHNlv8nw9FzDZX1n3PIZC+ghP1jk5PmVu5Y3KA//PeNu/4s5i0GjwkvRPvX+D3/xQmj4Q9r7m+2uSqs/fS5Jxjese501h/uft6+3pnTfTOY6J1+ryzVryzsk6ysZZ3Xf8xPvAjz8Or1U7gnSfx1x/8+xN4p0JSjJbxTp3/86EPMNtsrPwQgZx3PB4+70zyf97717zjz/6CtFp6iLxziN//07czeaR33fr11RpXnb2dJpzAO6d7w2p/nXUm804fawNn0hX+TtUYfv6sc7l5ZorOCWua6bjDa287eS9GieDlE1vZok1vf4ceTUcdWOtO6u9cJgJevek83rL4HcxD/I6GUvKGzedwcRzjCFb4Owc6Df59zwM95nL6/J2+w/zocUqD2Tl3E6u/089a5Zw/BP7woU5CCIHv+VjXIk5ThJIILEpJ2u04330qJOiUgWoJpSRIxexcg1LJR5qU6XqbYnkLfm0LxQ1beOLZIV/83PtJWwYlK1z9jB+jWCrjexET4lwgI6sVwfOx9f3MPjhFc3o/WbaY1+7VApM4pBBUKwFSpGChVq7gC8XskSNkrsU5F13NaG2AOw/dR2WgjZCGxBhMJIktiJYlrQYUBxWGEsILUUERh8SEFbzKMM3FwwTJAGFllMHRi3BoRkY2sfv+29h7+9eobTib2qYLOXzft1g3UQWlCaISaWOKtN6kVB5BF0KGBsdQUlCpVYAMm3oI22384gTKQibt/8/ef8fbdZV3/vh7lV1OvV1dsizLDWNwo9o0Q2ghYYCQEEiAoQUGggk4zCTMdyaT+RECBkIxECDghAAhQDIEE4rpxYB7xVWy1aXb7z1tt1V+f+wjWbZlSwarWDqf18vyvffss/c6Z6/92Z/9edbzPPhf3Y684hfIZzwNI2OEK1B48koTUx8i8ILAeLQTaCfIlCdI28ivfZeh627FOgPSo6wgsgFlG2WPJcDpsJ8sUYoCleflRW4DpDRlOpP3GEE/vat8b/iTq/BhTP2lz6E3PooTut/Qs7x/pVqBj2ikGfqmW1j49/+gcdudSAOZKkBIIqMRGKTzBLlEbtvFkNTYwuHynGDjDqrdAuvLliLs7hzKXr1G+9kdeI9wILFYFaKkwIu8FIXe4FQpPBwe6yyZKVOnolCT9BKyNMcqSFwX5x3VepVur0utWmfJ0qUY51hsten1JBKBlBopHVmRUxhLHEVlh2MpCcKAzOQI72nUaihZxeExtgARkiUpvSQti+wDxnkee+aZPOUpT2HdqrV897vfZsWqZYxNjDE0NEagK+ycnCTJsv64DYGEsbExvPMsLizgURTGMjm7jePWrKUaN9m2aSdXXH4VYSQJo4C77t7AS1/6YoaaK5HoPklYhNI0lq1k/WPPZfLuGynyFnCfm8F+cCh4Z4BDi/PPP5+nPvWpfPvb3z7g9yiluPDCC3nzm9/8kI71kpe8hOHh4f1u99rXvpZdu3bx7ne/e78m8ymnnMIFF1zAG97whj3p4vfF6tWreeMb38gPfvADVqxYAZQrmAfpVo8MDPTOI1fv2GLf1+SPr2ly3Te384SXjRyw3lFJl09/MOCL332QMjhC4IMA9tI7X7thHQvJ/stSfOGby1jd3MwFf9Ejnxh6UL2z+edzfOij8PlfnMoDJUJvbzW45FsrePJCi8l2E2cNc7eZh7WOoJRyoHcOgt45VFpnwDuHmneu4rpvfp0nvOwPHwLvtPj0Bz/EF7972YOcSPbBO9ezkPQe+D19fOGb/8nq5igX/MWF5BPj++Gdn/Ohj36Yz//ip3sll98b21sLXPKtS3nywiKT7S7OFszdtvFhDW4NeOeRzTsDHBwIL/fp7zyt0uCc0SX8dGqf1Uv2CSkEbzj+UbxpYg3W9vbp7zh/7ybEAC9+1GkMVaqwmD2ov/Pq+hJ2nnA6H914035N5nWNYf7ryrW8YXgZ2hQk+/B3jo9HeP3pj+NH2+9mLK6AdawOKtR79mHzd/a5XHuAh4QDbvJ3MOGdRylFEARkWU61WsWYgjAshbqnjDQqralWKzSHmuSFYefkLEVrjl6aURldRdJtc/Kpo3TntiGjkDhQbN50J2cgaQ4Pl+lfosALBT5AxcOsXX8mW29fZL63E+EsvW6BkgqTCbLC4YTGO4c1GVFQodGsowJBJ+nSTXrcfsM1LDvhJGpRnRk7hZMQxhWMEsSVGHptRKAodIUgGEJLjdAxqlIlzzOS3gLx6Eq8T5necTNjx51NUK+RJHPUI4XJMuYnN9IcGUNozfTMFgpdZXx4jtbsXUgZs+zUM6ktH8NaR2vHZqyUSDw26yK8xaPLa8WD9o640yX598uoDg1hHnd6P+3AEmIJrEOgEFJjUFjhqbTn4D8uQ172I2SWEphS3FiVoy0YBNJLcgWxkkTWobyjUjhUkqGNAew9osODdAIvPIH1GJERGkfxve/R23YXwTPPJTrpUcjGOE6BEAaX9DBbtmF/fj3uqusZWpxBuQSDQFhVmtr9GstWOlRvkeIz/46JcrAZodGI3FC3GYU0OC+RXiG9QwjHbuLczX0lLwk8Qb/GWIaXksIHWAkCh1EWLz3WWtI0IQjKemwLrUWcE8iKQgqIwoBqpQLek/RrfbU6XbK8IApC4jhGKUWWZUgpUdJjjClXfguHVhLjJc5a2p021WoFRJki1uu1MNZhnUcHAcaUDTZuueVWbrvtDpZPLOX4E0+kOVRjYukEUVhh48ZNNOrDNIcayB0zOOfQWjE0NMzIyDBT09PMzM3T7nQI44DpqWnStIvAM78wTa/XIggVS5ctY3jpKOg9CSeAxAiHqEfkUcjEqpOY2bX1UFHJAEcwtNZccskl/MEf/AE/+clP9ru9lJJ3vOMd/PVf//Wee8GBYtmyZWi9/9tbEAS8613v4qlPfSrvfe97+cEPfnAvozmOY84991xe8IIX8LKXvWy/tZTjOOa9730vnU7nYV9xPcDRgYHeOTh6B3P/VHUA4yRveM96PjeyhdOeb/erd8LWAp/8O8W7LzmO3OzbPNoNKSTBXnpner6CcepB3wNQWMnf/ssafnLjPBe8dpKnnycImyNYBVIYknbOL68JuexSyVe+fzyTrfs3GdwbmdH8fx9aSfXjOfNJbb/H/3VQSIuXaqB3HqF6Z8A7B4t37r+CGcA4xxve8zd8bmSY057/7APgnVk++Xcf4t2XfIb8QYPd4j68Y5meX8QcQGO9wlr+9l/+mZ/ceC0XvPbVPP28ZxI2x7FK9HmnxS+vuYrLLv0mX/n+d5lsLTzo/jJj+P8+9FGqH/8k8wdgcP86KKQZPGc9gnlngIMDb80+/Z16kvLhU87hT9yVXDWza7/7kQj+ZN2j+N8rTiA2+QP6O4XkfjWYl0cxFefYn79Tl453Tazg8WMjfGLTnfx8aue9jOZIac6eWM6zxpfz+40JVmMf1N+p5j3+V2MVF5w6zEioCIwmyA0imXvY/J3BAubfHEeEwYwoa282Gw0qlQpFUWCtodMpqNdr5EWBs6BlgLGCwnja7S5JmlIYQ1I4FnobkVLws+9NEo+MUa8Mkyz0EPmt/PSrF2O9J4grjI6vYHzZGobGl9IYGUWpgFgPszg/RyVzmCIBLVG6ShRHOBHitaDTaZEX5U0/bydEUUisNPM7N0I+T+w6BCpke3can8eMr1iLDxTVMMDYlDSzRMIQBZJKFKGiKt1OwcRYEx1X6HS2YdKE9vR2JponIXQVh2LlcSewa+cUNaEIKytxEiIZ0tQRu7oFy1afwsiadeQmp6IkUX2CqBCETtLODRaBcgIryuhWxTrQjtrOnSSf+RfU9CS1Jz6B3kiTVIYIV4ZnNYZap4u5ezP5f/6Q+lW/wvg20jmkkxQKwJNLh5cS7TKirE32/R/C1deTZxZXpPgdOwjzHLzFCYv0JVmVMXNPLhSBC5C5wQc9mjfdgr3tbnrjY5jxMUSlAq5AzcwTTc+hez20syjrcT5AAAFgBFgp+vWALFZ6dNcQ9fp1l4WmUOCFJbQe6Ty5LOvv7ClMv5s9+wXeBWCVJ/YgvcQ4hZMC7R2p0rioAq58yJRKYYsCpSAMgrIzt9JEkUYIQS/tMbc4TzUuOxeHQQRS4b3HOAumNNS01kghsMbuETJBoFBBTGEN3tqylh70rwtXEq9UgAIPhXH84hdXMDc7w1POexrzC/PMzU3z4he/iJNOWsbZZz8eJUNOPfXR3Hbb5rL5o5dY61iybBl33LWRwuQYZxhvjAIOKT1CWObmpxgbG+a0007jOc95Lo86+QykiEDofhKNRRRd7OI22lvvYHFqE0ln4dDyyQBHLJYtW8a//uu/7tdkXr16Na95zWv4y7/8y/2ay7Vajb/4i7/gW9/6FgDnnXcer3rVqw54TEEQcP755/OUpzyF66+/HrtXPcMwDDnjjDMecMXyvhDHMXH8QGn1vxkWFxeZfoB01QEeIRjonYOid0xePOBXvms+4o/fuZp/mLuB857fINmX3ml32XJLh89dAh+59DRy++DXfDdTvPdjdZ52+h24zHDFphV89cr1BzwNCqf48U3jXP72ER6zao6wVgGtwDuyruGGTU3cPuotPxAyG5AlD73fwYGgEaWMNAy4cKB3Hql6Z8A7h4F35vjjd/45/zA3x3nP/22SkQapjPbBO7fwuUsu4SOXfp3cPngmVTdLee/HPsrTTj+jzzsb+eqVD57+vjcKZ/nxTTdy+dsv5DGrjiOs1UHLPu/0uGHTXbiHkPqQWUOWHFiJsYeKRhQz0hgZPGc9knlngIMCIXhAf+eEVPDpk8/m9fYKrpqfecB9LK9UedmStbxrYh3SJg/q74xpeNspj+Y7WzcjPTxu5Up+b2wZYSc9IH+nEmT8rtQ8e91juWLFepJKBGEIzlJNMh5fGyFIE7QtDsjfqaeGIeHwvexh93emC8Nctu8FCwMcOI4Mg7ksiUJcqeB6PYqi2Kszr8Bax+JChzwzZFlOo1HHeouxliiKEd7SLQROCsDQ2nEnHS8QypBnCyz8cBdagxeOKK4iwiroKqNLVjK2ZBnC96DXI0vLJf6VaoP2fMJwc4iscLTShFq1ireWwqRI6YliRegk1Rpk+Uy/63FBfahOY+w41pzyFKwPqNDmrhu/gyl61MeW0xxex/jE8aAk1cYsnfldxJ1JapWY+dYmsm6HcKyBrYwTDi2j0DWGl4xz9x1X0um1WHPiyUxu30A1tAw1GoysWE5nZpI8y6lGFRr1CiJWWARkBm3Li12VXzO5ApxFuZz6zkk6n/8aiz+7hvCMR9NcdwKy2sBkCcX2LXRvvh19513U5xcpm24KpPMYleMESKtQBBg82jl0mpL85ApqTvYjQEXZ8XP37/0ET+93d/csg0SFcOVN3/qyno/v0dzRxe/YhPQakHjpcN5gBRghAYX0qlxF7B3SC5ygrB3kBdLZsli7FSivyxpB3uFUmW4l8Shvcfi9MiE83ot+4KqfVuEKrNQUUiGEwMkMoRTuqY9Hrl2Pyhy9Xgfb7+JcrTcYWzJOYQy9Xo/MZBhbdjuuNurgPEgoXIFU/X06h3H3NLPQSuGsBe/x3iCEIgg1LncUtiAII5x3ICFNc8rsNglInHd452m1OywsLnLV1dcwNzvH3NwctdoQQmgefdqj8dYxPjpOFGi8MxRFwW2338nmrdvpJl2Gh0eo14Zo1huMjg6zeYtFSc+znvl0nvOc5zAxsZQ1q49HR02ED6FwpO15brn2F1z+059z5eXX0dp5F3OdFoE+cHNugKMfy5Yt46tf/Sq33347H//4x5mfv6f5g9aaN7/5zZxyyimsXbv2gPanlOKCCy7gggsu+I3GFQQBj3vc436jfRxsvPOd7+Tqq68+3MMY4DfBQO8cFL3jiwcvBzk5H/PKv3o0J38249W/u50lJ4whghhnctKpWf7xP1Zw28Zxts43D+g0Wif52LdP4mPfPuk3mg7GKa7dMvEb7ePgwvO/X3k9Z5w1SjLQO49cvTPgncPEO/O88q/+ipM/ewmv/t0XsuSEE/finV3843/8P27buJGt87MHdBqtc3zs29/iY9/+1m80HYxzXLvl7t9oHwcb//uVf8gZZz1hwDuPZN4Z4ODA8qD+znrn+KcTz+Am4fjClg0s4hE6wFuDKgr+eP2pPNoKThYB3hV4vx9/J895c22Ut540fo+/s9B6yP5ORWU8I1B4kyOLMlzipcT1Zo8Yf+d/3X0bNx4gHw/wwDgyDGbKiIJ3hk63jRRyT83KPM/JkgxrLUVhKArDwmKLMAoJwwpCKKzIEUIiZZ0giCmyNoFWhDqiXm8w20nQWtNrt3EmwboeQSVi1szTmruV4Tqk8wvU4xrokPmFHjYvEN5Rq9VQgabTMahQE0cV4kqA0lAUDmtTOvNdwnqdWCmKvIed3042fTciqqPrmuPWnk6RFVTrE4yOr2FmYRud9g6CqElteJx0cZpuZ4HUVrHdHSxsuZbGynPIbUZuA1xhaCw/ianJXRStWWRUZfMd13PCE56PrjVJF7dAYVlMEsKojtdlwXebJ/2L3KMceFXed7VTfSKxRGmH2q23IG+9AxOG2ChEFYYoz8EbnDDlBerKi7i8Vj2BBeEFHkngyhpAhfJI61DOY5TrE4NEuf7P7p6L3XsPzqGFx+GwokxPAsAKpAcvIRcW7UBaD6J/LCyFtDjpEU6gEQRW4p0kk5IC+tuBURZLGVkTHnTJSzgA75BClKq7H7EXwu8pZy8AhSQRAi9ASIsNK5jzHo960W/TqVa48dorueIXlxOGmlqlytjEGHOLcyRZglBQZAUW0HGIQKCEwhpLvVklzQ1KlDXUpBA452k0GpiiIAg1RVEQVwKc8FgBUgsqlZBQa7z3dJME5wKSNEdIylpMQBCGnHvuk4lDxWMf+2h27Zziiiuv4gc/uIyZmR086tRTOfOxZ3Pyyeuo1WOQnk7X4DxYB95pWq0EpRTdbpf169cxNz9HnqecsP4kli1dSbVSpyg8N916HRtu3cCGm25h19bNzGy7i7nZGWaNI0naZIUnyR7uZkMDPNIxMTHBxMQE55133uEeyiMGX//61/nyl798uIdxREJrzcqVK9m8efPhHsoBYKB3DobeMXmy329+Pqnxy9tr/PKi0fu88uClb45deF7wtEVe+MYRurWB3rmv3pneuoVd0wEdv/kRoHcGvHP4eKfHL2+/lV9edOvBPslHDV7wtKfywje+YcA7++SdjeyanqbjeQTwzgAHAwK/X39nuYDV3vOC1Sfv8XdEYdB5Ds7gpAFnBv7OHn8n5ms25RtT+y8tcixCAIGS5PbAuOYIMZjLCdntdrHGIIOg7NoqJEVRoKRkxfLl7NyxC3BkeU5hJNVqA+ck5KBjz/J1p1GtD7H9rlvIkzadrE2a5GQ4Msqi3s6BCquMLlvDxKrl6EgyEhRMs4nOwixpvkCt2USFASYrSPMeYVynUa8gBVSrddI0QUqBVpIoCFhSm6DIHUY1kZUatshZ2HEb1WpEr60I4jEaWtOb28atWzdgmaUaCyr19TSGV2HrY5i5jHqjyXRvgW1338bSPCCLY6pjY7QLS1RbxUmPeRIzt1/H2NKVbN+xhZyIqa27ILcsGZ8gqNfRcU6oPIGzUKSAI5cChUc6yigQAgsI50tyEJDJApcbKJL++QDtPApJJi1CGCIrcFIiXFnzx0oPFAgcTgicEJTxIYkyENhyellV1naTvuxD7kT/AHicB+XKWma5MkgPgZNlsxGvUM7jhOmvhBZYUe4/MK7szCzKMRXYcry+XGFhAC88WInyJRmJ/vERAiccTpRdmO+bhLqnH5cQGDTagZCeQgXk556D+P0X0asNcdMN1/Av//JPzE5PUmQptUrIth3bKWyBUALvHcZaLBBoSZZnKARKaqJYI3TJ7d57lFTEOuD4dWuZm5tjZnqaXlqgwxCtFVEY4PEkvQTvLUGgqckI6zwiL8csVTnwICjNFmcztm/fRHNohFNOOZGp6SmWLB0nrgZc9r1vsjDfYXR0GI+ncIbCeEZGRqlWc4qioN1uMzU1zeWX/wLvPY1mnXa7x/e//wPyNGfn9p384hc/ZW52kTwtCKox440GmdaEtZh2UuDJsQ++wGOAAQbYD77+9a/zqle9ioWFhcM9lCMS3nvSND3cwzhgDPTOwdA7g5TGhxee5z91gfd/cJ5gtMYNA71zP70z1hghCyRhpfmI0DsD3hnwziMBz3/qU3j/Bz9IMLp0wDv75J0GWaAJK9VHBO8M8PCjXIM78HceTn/naybhHVf8jNagPMY+4ekHDw4QR4TBLIVAyTKKV+kX4jfGlnPUOSwW74oyXSqu0etJ8sISaI0npCEb2Dhg/VnPxjhLp9NibteddAuHtVWcN+ALhDQ479DxEOtOPZP6+CqQEds3Xslcrw3G4LHYIqXeGCXBYbzHY9G6vJFlSQ8pBFkvAQSV4Qoi9lhvkFEdZTXeK5asOB4dV2kv7KLVmqRWiWgtzlF0NXGkcE7QSrbRmd+ElyHCwWIyg8klncDDjoTMaGJREI8fj3c9aiNL2WQMujOLFYru7FZWnLia7mKB0QorJWONYTQBzgtMtUovjFDWIIVF+jJHTnhPWV7QETiPkZ7QltEqL8rIlcSXq6CByMh+cfWyEYj0sqyFg8NJT2jByDKuKx04b/EIMlWmMzgP0guUpx8l9gjhkd4jnSgJUXqk9Qj6/Yy9xzmBlw6PRyH6dctKovMIvA+wwpe/S4vzFuEF2padVZ10ZbqFFyjv8UL00y/K/cmywSjl4fye1RzA7lHgVIiwhjTU+Cc+juAl/4XF+hibb/oVl3zqo8zN7EIrQViJwXtai4uEtRjhIS9yTOEIwgBcSZjOOqJYgjco4UAKisKQ5ykmCNi6bTPWOtI8xYvy/9WwhhceTznPvHWEoaISBRjrKYyhKHZ3PfWkacJ/fvMbPO85z+T3/+DlnHrq6fR6hnanRa0Wk2Y9lAy5687NvHvD/yXNdvaL3nt2TG6nVqkxMjyEtSmLrRa9JEcKQZpmfO5znwObEwUBoQ4IpOTUU05mx+QsRiuWrFjF9i3b6KYJxocInyIexo7SAwxwrGFgLu8f1lomJycP9zAOCAO9c3D0jg8jynvgoDvLbw7PC86d40MXzeHHGmwY6J196p2lfb0zn7ojXu8MeOdg8s4ADxdecO65fOii9+PHVg54Z7+8M3jOOlZhtB74Ow+Tv5OEmm+YjHdcdTmtfGAuPxgK9wgzmAGcc7t5G60CyhX2Hh1FVFRZC6lWr+CdIwgUi4tdlBTE1RoTE8tZSApWrFyLFYKZXRspSCkmFSuH1zI3v420PUWeZ2jncYsLXPuT7xFUh2mMjTCxsklUVxR5iCIkTw09mYESdHspJneMjNXpdFvYPEdahcCRFTmNpicpLIXJKHo7qIQ1BI5u2uXE0x5PtXMCi9s2k5t5OmYXlaigABZaOTb3RCEMNUaQWqJlSKfXIRofAh3jkjaTd1xPM7dMHH8SMq8zsew45ma2MDw2iu/No5tDBIElCxRFkjDUsQhbIQsDlj7t6XQ2bmboV3cSOoERDuX6Bc2FReLIpEQ6ifP9a7EfnXC+jARJAcKXBdLLCJkH4frk4fFIcAIvygLs2nmE9zjhKVSZCrRXQKsfYWLPubayjH5pU6ZhOCHxsoyTKe8Rtkx9sH3i0haUExQSMll2QNW7q3jIkjQlILxDOYf0tiQawKp+UkQ/quX6jbtKHhKUH7McuxcC7UEoj5UKf+ZjsK94IaY5zrY77+Sf/vGTtOdmKYwlEBIdaJSWDA0PkZoM7z1RFIPNydMcrRUICJSiVqmQFwVhqOklBdYZhASlJe1eG2cNQaRRYUSRF2RFhnASaw3CO8JAo5VEKUkQaKrVmG4nwxqLUgKlFeNjI2zfsY0NG+/m5FPOYmR0nOGRZYDBugIpAirxOLV6kywrMMaAlGRJigTiSJGmXYrCYIzrp5YZjEkYGa5Tb1R47GMfw9rjT6JWG+I73/4Bm7ZtY2ZqjiyztNs9Cg/GKwayp2xE12w22blz5+EeykHH97//fS677DKe/exnH+6hPOIxMJePThwqvaNclWIhPib0zu+8eJivXT7N5ddNMDCZfxN4nnvuHB/40DTRRJMNA71z1OidQ8c7nmJh/hjhnZfwtcsv5/Lrrjvcp/cRj+eeey4f+NBFRBOrBrxzFPHOoYKAspbuQ1hl+UjFVXMzfGfZIr8d1Qf+Dr+Zv/OtXou33XAVrTw/lKfwqMcRYTB778jTDCUUJjco5ditg6yAIAwQzhNKSdLrobWm2WxgLVib0p6bREfjJDObGVm2ihPWn0J3cYpQzZEWczSGxzBZG1edwPQmkVlBd3En1XSWJNdsn3U4I+i2EyphjFICa9rU6lUCIfBFSndGUQhFlqVUhSGoaSrDDZzNyRYMWZEigDgIcU6yODPJ3I7NVOvDzO26lW57Flv06BhLtdKgFsQENYVQEiU1wqakzlBpNoiDGlGlTn1sGYuTO+luuZbewixxvU7oLco4tE6Zm0tYMTtFGEXUKlWyomBxYYG75kJOWDVOsWIF9T/6Pbqf/meCO3fgXVl83cmyxo4H6HfZ9H0CKh/LfD+NwONdGRXb3YBTlmvksf10Ce3Ki1b1oxpWQJ9m0GWoas95tqJkHenKmjgewIuSiPpdPQWAK4lE9I/br56D8JSpGqrcJthDGLtfF0ixO7pVNmPwrl/oXfZLu/cjyI5+jaE9XUYFVji8t3gkQii8d3jhyc94NOqPX8r86FKm79jA5//+Q2zfupHEmrK7sBLUGjWyPCHNuljncIDD4AqHRoLxaK1QQuEpCd8VFhVIqipGKoWxBucMcSXEWYtwDossGx/2o3LOerSU+Mwgo4h6XEV6Rd7N0FqilCAIBUONGo9/3Nkcf8JxSLW7MJIAIctC91JQqVZZtWY1N9x4Q5lmZizCQa+TkKcZrt9FmX6qinVgfUBmoZ0XzCcJcud2Wot3MDk/RRAFLPQWmWstYFKDMx68pdGsMjv3sNHFIxLWWrJjJO1mZmaGV7ziFXzxi1/kt37rtw73cB6xuPTSS3n1q189MJePMhxKvVP0FpBpl+7iwlGvdxrHN/n0e7fwprfl/PiWlQxM5l8Hnuc9cZqL3z+LWd5k80DvHDV659Dyzi5kemw8ZzWOX8en3/s3vOltb+fHtwxqLP+6eN4Tn8DF738fZvmaAe8cRbxzKOH3/HP0YyHLePvN18JpZ/BfguGBv8Ov5+98Le1ywQ1X0yoG5vLDjSPDYAZya1FSEgQx1lmSNMF6R6VaRiGNKVNWEIJ6vU6gY6am54njEB16nJ1n8w0/Ytem5eRKoxAM12vIrEOnvcjEijWc9ITnsuXuG9l049WY9jRFXtBZVDipkdJgipQ8S5AiINAhvTQnrgRopRFZgekXFrcadFwFJ8m6OVIJhpoVCgvVRo2kneNNl6k7fkwY1rDdaQLrUE6CVAhn0ZFGa42SAikLTKXJaGUMb8HZLra3QFWFNIaWs7iwwNJaDR8q8l4HbJe028OZiMVtG6guWQmBRSlNfWgFm2ZzGsMpcUMg162n+kd/SPfvv0B15y68yNDWgJB9snAIr/ach92PZHvXWfH91It9n7x7v3ZgCar7uAPs9Sex17/AntQG7/2eVIfd4xNC7vt+4qFM6hDsbsrAnvft+ZR4LwiswCqPFx4pFJENyIC0ApxyCuLVL6K9dITZuzbz95/8BNvvvouuTXB4AjRRGGGtY2GhhbEWhMA6h1C6FO0erLMIKTDW0Ol1+9uBkBLjHHGg+ikd5TaCUmgoVYoZISRSAf25XalUy/HjkNIThookyQDBcG2EM888k6c85amMjo8BjizrMLlrmjBUSAWNxjAz0/MIUTZ+UaoUY97mIEAHCiElsvAYY8uGMIASijzJcdZy5S+vxuQG2490NptDFEWBsVnZZVkIxsaGGBsdZdOmzfudFUcz0jR9RNWI/U2x22T+whe+MDCZfw1ceumlvOpVr2J+fv5wD2WAhxmHQ+8kbXNM6J2hkyf4+7/ZxuvfYfnZxuMO96l+hMHzvMdP85EP7kCubg70DkeX3jk8vHNsPGcNnXwqf/837+X177iQn22843Cf6kccnvf4J/CRD74HuXrZgHc4unjnUMMfKw4zMFcUvP1XNxCfeAbPqQ0N/J2H6O98s7XIBbdcOzCXDxKODIPZe5xzZWpDYbDO9KPplixPyQqQyHLyAb0kQYicKA7xzmCSAlEdZ2zNGjq9HhtuupJ1a9ey4pzzaPUs0zu3sLgww63X/ZzuYhstawjVovAZBJZQ1kmSDt5rlBAYV6YIdDoZSW7xUlJF4LylcAVhGJDICpVoCJHkiCBDVBW5ybALGdYkSJkiTQ2pNNVGlSgI0VqjI40XkOYO4wLGRpZgsy4yrlEfWUdmYHZuM0oLch/QaAwjhcC0tzDcPJnplgIM3llskTM/s5louEFnNiFtLyBWrmN05QlsnvZoJVnaDAge/Sgqr3op3c9+jnBuJ8JJnJAIL8ruo2J35PXe50Q8EOlwb4JiNyn0fwax51ztJot7b7+v/fs+e91DDnvibfsYi5TiQNnuPuMV95AYZQqGUWUkC1/2Fs2VwQQBySknErzuZZiJZcxu3sFnPvkx7rr9FjKbkmUJsdaoSkRUqVCYnMIYavUGhSkokhThBUEY4PoiJy9yrLcor5BagpBlKo8oUxelkjjrSqFfGKTQCCDPMxCSSlShEkbYvCDNUox3WGtxzhOFAca4/meT/OIXV7LY7lCphDzh8U8iTQuuvvpaokqIMYZ2q8uNN97KzOTUnu+zWotZsWo5c/PzeAxRHJImhqSX4KwDBNZYJJDZss6eEIqiKMpIofQoJQkjgVKaRn2YZq3OVP8YAxxbmJ6e5j3veQ9PetKTqNfrh3s4jxgMzOWjGwO9c3D1TuWslVz4joTr32HpJOpwn+5HCDzPP3sHH/jgPPHKYSYHeoejTe8MeOdg884ZXPiOP+P6d7ydTpIc7tP9iMHzzz6LD3zwIuKVqwe8cxTyzgAHF3NFzodmtnHG0nFG097A3zlAf+ffui3++y3X0SqKAzvIAA8ZR4TBbF3ZBVYKjfMW5x0mt1hnCOPoXhPYOoc3BrDkmUNJTSg1JivYvmMHc9PbGY0snalNbDOecGgFXnZwbgdmLsNmOSNjS4jrE8xMbkP5CsYmCBEgiPE4vMjJbV52oLQObIZTAYXVGBfgrSEtZjFNQz3W1BoRCws9rM2JQ0+al+k7OnDk2RxD9ZBms0EQarTpN4YQAUI5vBLkYZ2818XkGwhqS1m1/vFsn5ykPjxKY2QEY66ikklas7NEocYXNYpuis1mmNx6AwsLW1l70mMwJsA7iUPS9pKbN88hVg2zcliRnXM6Yee3Sb74VfR8B2UkVojy8/YjQHtfz7uJY3dkaE/Kw16vPyDuGx3ba394j78P0ZU/3Of3fmRqry3v97MQ9/7r3mPbO7q1Z199ciw/TklCDrc7rwKBJNcOrQV2/Vpqr3o5i8vW0J6e4VOXfJrbbr4Ol2ZU4wgZxuSuoKFDtA5YXFxASY0UCq1ASYNSmizLCQJdDlZKtFToQGOcwbtydMYWCAFKqzJNS0ikChBIcBYp1R6R5D2oQJNlGVIpqtUqaZJhrUVrTZ4XLMy3mZqe5dY7NjDcqHLVFdeyuNhicXERqRVZVlAUDu8kWkqEgKgSMTo2SrVaJSsS8jzF2gKloFINcKb/YGItzoGUoESZpmL7ws66olwtIBSVWp1KNWLbtp3MzMw+8FwZ4KjGD3/4Q974xjfy93//9wOT+QDwjW98Y2AuH+UY6J2Dr3fO/O2Qv5u9m7e9ey3d9IiQuUcwPM89YzsXXzQNq5cyN9A7R6XeGfDOoeCd5/B3s/+dt737b+keQxlrvy6ee8YZXHzRRbD6hAHvHKW8M8DBxy+ndnBhHPDetSew3NqBv/Ng/o4SfKM7z3+/9UYWzcBcPpg4MpS3h2q1SqfdJa5UyJIUpcvUpiAIygL41uKMBRzOOcIwQipPnuVYDLWgh5nZxKj0SAHG5nSm7mT2jmvBCYbGm+ghTSerYFQPpRNG6026CwVGFTSaYwRBHecFvV4LIQqsTYgjTRzXQCiEqGGTApv2qDZGOfPcZzC58y5ssg0RSFqtjNQUeKfIE0uz1qOiQqyTLLZaZGlKozFGHDUpioRqLWfznTdSbayguXQ5Rd6jObKEpWvPIC+uIWvtwjaGaCxZy+ydVxOPrGbb9s00Q0thDLgQm8+SZbO064KhVeeghCbtLVKJG9hC8ssrbuaZTz6J0XqIf+rTED1D/q9fo9FqI5AUypdRLtgnCR1oFUMP9yMo318tAfcmlgfjrt3v3X1gv6de0L2zOPaQk1Al0eyD9O7Zhvtts+dYOMqCQBKnCpRQFKvXIV/zchbXriGdmudLl3yWG667CsgR3pCkDrQmkiFKKqDsUOw9Ze26IKASxRjrsEKQ5wVSSqrVGu12G+scKFHOaU8ZTc8ShJQEQVCma8ly5ZWSZdQty3IEitTlGFOglEQGkm4vwTnIc0OeG9K0AFFGvWXhmSsWaS12ATDOoYMA5wSBjgnDCO8cxuY478iyhF7SoSgylJYowAhDEGiEkFjjSBKD9RbZ/94dEAYhxpm9opsWZ3Pa7Xk6SQsn7IOf8AGOanzxi18EGJjM+8E3vvENXvnKVw7M5aMdA71zSPTOb79CYbK7uPCi4+lmweE+60coPM89fRsfu2gSTlwy0DtHs94Z8M4h4p0/xmSWCy+6iG42MJkfCM89/Qw+dtF74cT1A945mnlngEOCb2zZjDOOj6w5keWYgb/D/f0dKRRfX2jxpxtuGpjLhwBHhMEspCDPc6w1mDxHSUVe5OS9gsIYjHWEQVTWY3GlsPHOo6QicwalK+RZhncJYRxQGIdDIWVArVKhcJqulVS1Y9XqE8mLNu3pzeRNj7ECn1kKk6PCgubQOFJrhCgo8jkmJup4HO1EMrHkFGbmWiwZiehlDh+PsOy4R9OdqzCqOwTDs0TBCqYnJ/FiJ9YkBDgWezlh6Kk2KkSNEGMsuhpjpWDpiqXs3DaPlQsMrTyOuZ4luPtXLO66A9Iptk9uROsmWa9DYe6GdJb51DFRn8CGCZ2iAVmb1uI0PXct2IRG63iqwWNJ0g6zk9u54oqMc887h2oco5/9LIpOl+6l3yBIeigf9i/2+6dR7A/3il7tjiX5PS/u4w33yXjwfbJ5gG3LKO39j0X50j3pGfd7Y38gfk9wbq/33sNmHvBCoig78HolsWtWIl7/clrrTiaZmeULn/8M1994JTLPoRLS7SSk3hFYzXi1QaVaYW52ljiKsNYgZdnB1hpL0kuQSqGUBOfptDtlgwcvKPIyYu68xzkocou1Bc71qDdqVKoxWZ4ihUDrAKk0ed5f8YFDa431Huc9RW4oCktWGApr93xWISAvPEortNaYLMcU/bJKeKx1OG9BCqy3dJMelUoF7z2mMAShIggUYVhee3lePoAAKKmQohRcSitw4L1ASo13ZUpZWuREscB5Sad1ABNqgKMS3vuBybwfDMzlYwcDvXPo9M7z/6vE9W7hzy8+lV4eHu5Tf4TB8+zTNvGx900jT1pFb6B3jmq9M+CdQ8U7FZ7/X1+D66X8+cUfoZcfG82dHwqefdppfOx970Ge9OgB7xzlvDPAocM3d2xFOcdHjlvHsMsH/s7e/o4UfLO1wJ9uuGVgLh8iHBEGsxQCZ8sInrEFUmoksl/DqAChsKEnCkMqUYxzhjzNEEJTFDmOlMwY8AWpNSACZFBBhzVEtU5jYgVeF/j5nTRqIyQmpEjadOe341VZxyhNc6Kqx0tLN10gDAQjIyM450jTnKVLxmkuHaLSXMHpjz6D49adxI03X87N1/yYqteEYU7W7mHVImOjw9w1txkZRGQOmvUQqcFbR57nDA01GBldytxcm65RnH7eE9m1dRPVqIoXEtObxhiPyyN01sFX2mjdxGuBlJZqZZRW7vEuxIoEU0hGhpaRpR12bLgWttzNwsxWwmoFjeO6m35FrhznP/FsKpWA6u8+j263S/j9H1FNM/b099ydMrEXHqwMzp7oFXuCqnulLjx4msWe9Iz7hsbutx332uC+tYH8bpZhrzSNPW/xuHuCXPf+RH3islIivCPXknTlGvRrXkbv5BNIZxf450s+yzWX/4hcO+K4SmuxhRWSsXqdOIrwHrIsLRs3OEutWsUYQ5IkZGlKtVKlMAVpmuG9xzqH9RabWYI4wjmHsQ7vBFlq8Q6EkHQ7Gd47dCjLbYyFfpoUeJQK8N6RZRk6CkEJvATjLM5Z9qSJ4NFaghCkWQZIrPFIqcqofpbgBThvCLSAkobJ85ww0OBAKEmSJIDEC0kQR1hjcb5sSuH6qSk6CEB4vBN4LynyvByv9/3VAQMcy9htMgsh+MQnPjEwmffCwFw+tjDQO4dW77z4DVVM91r+x2fPIikGJvNuPPPku7n4PduQp615AL3THuido0jvDHjnUPPO6zDdHv/js58iGdT53INnnnwqF7/n/4c87ZTBc9YxwDsDHFpcums74Png2pMYt27g7/T9nW90e7x1YC4fUhwRBjNAEGjy3BDHcRl5lpqGLk2INC2QSIospxKGBCpExpqisEghsLaHd7aMWsqSnIUMiOIKzbjKOc/4AwJpueq7XySIKsz0puiZLloHaNEjs76fiuKp1yS9uqRaaSCUopt0GR5bghEOXYtZtvQ49NBSquPriBp3IKUmmd1Gkjs63QSlFplMCzwBmTA4CQ2XU3QNYVRBm5DZnbPM7JqmEtdRwTDbNu0iEDG21SEcigmGhhiTE8zcNYWxbTCOarPJzM4ZGnETa1JCo8lNF2e6ZEmBFRWioXFqWqICz/zknTgLleY4SW+RX91Y0Ixinv7Y00nrNWr/5cXk7S7FLy8nzPs8IEFYgfAehEUg8V7uCVvdt97OnqSIvVIeoE9Cnnu/vvuV+xDK7sSNkox8P/K0OwXi3tvsjT3H3yuEtWcce20q+r87CdqVRGtE2UjBI/tECX7ZBMGrX0r+qNPpzC/y2Uv+nit//DOsS6BnKPJSpITVCIkA74jqVWpRlU6nTa1WpdFokKYpxlp6aYYpDJkpMNaidYC3nqKwCCXLVSLe4R1kaY7wooy0OwsOkl6Oynd/azlRFOH6q0oQshRR1uPzAqkk1VqMQNAlxeQW7zxRoPCirKentMJZV9YkokxvwTm0UkgpyI3Be4UpcrRSeOexxoGDXi/bEw3UQViKGg94h5ICZx3WOjygA12WQRMSpRRKaLwbdGgdoLxmv/SlL3Heeefxile8YmAyA1dffTXvec97HtBcXr58ObVajQ0bNhzikQ1wMDHQO4dO72T1Kr//Rrjqrm382w9XkpjoMJ/9w4/TV+3i7RcmVB+zlvl96J0knSC3I8T1rQO9cxTpnQHvHEreqfH7b/xvXHXXHfzbD39IYsxhPvuHH6evWs3bL/wzqo856wF4pyC3jrheGfDOUcQ7AxxafHNyJ0+eWMHLKyFDBMe8v3NjkXDx9LYHNJe1lAgEhRuUmXk4cUQYzM77knjxBEFAFEUIBUX/piFcGZWQUgNlhLL8XSClJ0kKstwQRDGhjqjVa7S6Cdu2bSWqNfnet75I6DOkmSe5ezNpUWCNQKBZs3YJk5MtlAqpN0J6nV3YLKdQDSpDAXgLhSesTJDmmtNOOpVbb7mFJUvH8UWHvNtFOItJHVGjiel1aTQCMifJO7P4ICInIK6GeFfQ6bQRKsSRMT+fMlSTLKQzSBUhUIyuOJ6iWM5wo0YUD5MR0enOYoppXBDSsgG+1cFHVYzQNENFEXoUsGrtScxNbSbvzFINR6mNjLA4vw3mdjHdnuGn3RZx0uNxT30C7fEGQ6/4PbpJhrvuBqLCIJE4LdFFAaKsayXdXsTD7miW70ezxL2iWuVGexWP7+OemjmUaXd77a8kglJI7E7EKG+yu6NWci9C2SvS1f///Y4jwO8eCgLpPLn0SF92VXXC44VDUBKKFtBasYTgNS8jO+N0egs9Pv+pf+AXv/gJedGjUavRS3p0TY9ao46zll5uEEGFiVqNMIrRgUYHAbVGA+sFKiuQOqWXpBhvyxphWIxxGAtS+H43Y4F3giI3BErhXYEAnAGswBaijHqHGiMt1pqSbwU457HOExS+FFAYtBYoKXES8K5seqEFUaxRGoRUhMZRqzUQUpFlKSbJSNMcvMQBSoqyqYTzdHsZ1lmcdf30MUlW5GR5Ds6jpCAKFMY6nCvrnBW5JQgVQngC76jEFfL8IeTlDHBUwxjDW97yFlauXMkLXvCCwz2cw4rFxUXe9ra38fOf//wBt9m5c+chHNEAhwIDvXPo9U5vosr7/3aGyTe1+e6VIQ+8bufoR7NmeO//nOL0ZzfoPoDeydxmas2B3jma9M6Adw4H7wzx/r99D5NvejPfvfKKwzsBDjOatRrv/Z9/wenPftaD8E4x4J2jjHcGOPSw3vM/b76GibOfzG8Hmriwx6y/s61Z489/dTtXT08+4PdlnHsoX+8AB4j9GsxCiNXA54BllLkdn/Lef1gI8VfA64Hp/qZ/6b3/Zv89fwG8FrDAW73333mwY0ghCHRAr9vDGINSCpNbOt0WYRxTqVdJ+x15c1MQhCFSCqxx/ZuABWHJ84QkTZmbmwGp8VKhAkUkBUW6gHKLhGHEeHM5eQ6zk9totXOCUFOrB2jtiOIaK1auZmpmAeMdQ81VRDpm2XGPIhpdThxEzE3t4Iqf/pDx4TqjQyvoYUnzGYRPqTYbxBMrmJubJe9M4p2g051DVIex3lGpSMIwxhpJpBxCOowPWLF0GbWhpeSZRacLzKbzVMaWMRo1aU1vQ6qC0fHjqccNuvO70BXNzI67SKa24piiIi29mRkIa3SKzSjTopMUOKEpwhHmdm2gvbCNb3amEFXFmU84i2RsjPiPXkaS9KjdfAt4gUNhZYYTsuzu3I8kPeRb114F5O8hHIH391zI5U++JIzdQbLd5OFBIvF+N6HcfwR76vUIcU8U7T41fZz0aKfRTmKVpdCe0EaAwEtDd3wc9aoX0Tnn0RRdx5e+9AWu+MWPCISDOMY6T54bqtUatrCkaUIUBVQrNZTSWFvW6YrjCkmSsdhqsdhqkSQpaZri96R1OAqTY4whCiKc9aRpSlGAkJLCWKSgjGrv/q76At9bKHKDkPS7H9syaq1UKXq8L/8OfeHj8ajyWtGi7LQtFJVKTGg91iToIECQY12BlALvyhuJtYZCeKTUWOcR/Q7I0oO3FlMUCOeQSIQt08W8KG8UkjI90RQeKTxxGDI2Mk6RTT3U2XNIeGeAwwNjDK997Wv54he/yDOf+czDPZzDglarxete9zouv/zywz2UAfbCQO8cvXqnGB/hw++d401v9fz4pnGORZO5WTNc/NebOPX5VZKB3jki9M6h0joD3jlcvDPBh9/7ft701jfz45tufEhz42hBs1bl4r/+n5z6/GcNeOcY450BDg+s9/z3G69Gn342L5HBMenv7KxUueCuX3H19K6H+gkHeBhwICuYDfAO7/21QogGcI0Q4rv91/7Oe//+vTcWQjwKeBlwGrAC+J4Q4iTv/QOuPReiTFuRQpUXgS2L9+Ml3jqKokAIQSWOMdZirQU8OpAEoabRrCKUpJek9HopgZZUa1Vy7wi1x/Q6zM9ME4cFY6NLKBNYuowuqVCkCYHxtNsLKFlhaGgET8bSFQ0qlXVMLH8sd05tpKhPcNY55yPzhEZFEtgWN171U6reEVhDpDSRCAlkQHNkgqHxtWzNO8RCgpMsX76WydlphseWkKYp3WQS6R3VoTpOxrSLGsNDq6j6LuncDiaWHMdcruhlKS6q0aw3WHXq2XTmpxgbHmd4bAVDE+vZsfU2kjuvYHpxmuFwJSsfdTbRxArSHXdCZhlaeTwIydK55XQmtyIb4/zili2MLFnGicevIlm1gvhVv8fsJz9D866dqMKBkCALAqPwKDz3Tu26h5D2imzd+4zuOa++nxZxrzSH++xrrzI7/W1LshK7u+Xu4xD7JB/uT1MOhRBgVVn3SnhBrkB6QXtimOhVL8Kf8zjyruRzl3yO//jGV6iKHBUH5D1Lq5ug4wApFUVhkFLjHERhRJ4XdHsJRWHZNTlFkiSEUdSfv64UD9binMe5Au8dUgq0VERhjPfgvEWp8vPGYcBwc4hWa5F2u4UUAu/BGotEoaVGSr+HXKWUaKURWJQom14oIHcOrwRelk0u8B4lBInLybIM5zyVSqXskCwEIlBQOLw1eGeROqDIDc6CdCCkQCjKdLVAg5C4wuGMA1+md3kcCMpaZM5Rq1VYu3oNS5esYHpy7oEu/QfDQeedAQ4fpqamePnLX35MmsytVovXvva1fPWrXz3cQxng/hjonaNY71RPqPPxD2zhDW/LuPyWlRxLJnOzWvDh/3U3z32xZH6gd44kvXNItM6Adw4n76zj4x/4W97wtrdz+S23PdT58YhGs1rhw//rXTz3xS9hvqsGvHOM8c4Ahw+zecbbb7qa4NRH87xoCGWOHX9nWy3knXffwne2bd3v9zTAwcF+DWbv/U5gZ//nthDiVmDlg7zlhcCXvPcZcLcQYgPweOAXD/wWgUDinKcoDEEQoJQiiiKklAg8lWqFWq1GmvYjlt4jlaAShyAVQgpGx4Zx1lGv18lzQ+E81UaDbbs2MTJsaTZGiOOI2fkZKjUNvkKoquTZNGNjq5mZ7pClhvm5DKcMjaGQ2VbG6vXnsvbkk1nctYWtG65jZsdNeOuwySyyWkWEGdIYIjVMGAhMa5racB1LRKvTIaqN0XIRjVWnMbxqHdVKhR07bme40aRSGUVEIc3GGK12h1pliNwK5lo9vI4Ym1hB3JhA4RluDGOLnF67zWK3RzCygtNWr2f1qU/gmm99iuHuBjbfmBEuW0t9aDWzu+6gbjy1Wh2Wr6fIY2pRFaWrXHnVreioynGrltA7+QTUf30lycf+kfr2HRQIAhtghEeUd7UyLWJ3Z859z5N7ciwo+abcdq9KO3sK99yzofACuTtxwrMnheKelIx75siDxdn2EN2eY5Xkp5wg1Q6JI7QK4QVeeHqjQwR/+LvYJz6RbiH45y98jm/+v6/gui0WA8vJS9azpbOLwnu0V6RJQRxXcM5ibE4YRoCj20uYnp2l0WiWKVpJikD1o+45Wmm0FhhnMK4gDDVKCYabTdasOZ3CexYXWmzZvJlaJeK4NSvZuDEhS2RJrLZMbfTWYUW/kzBl6pcQgtwZQi2RSu5hc1EW50Iqhc0FhQetJAKFzSXWGIxwqFij+lFEgDCKCHWFNWvWcOttd5JkBd6XEf8g1Hu6HUupyFyOM2VtPqkkSpeNY5SWRFHE2WedySmnnsL2rVOY4qHrj0PDOwMcThyLJvO+zOVms8lZZ53Fj370o8M3sAGAgd45FvRO5fRxLn7fdt78NsfPN6x52ObOkYxGpeDid23g2S8NaPf1zqX//m3aC4+mqP10oHcOo945dFpnwDuHl3cexcXvey9vftuF/HzDnQ9pjjxS0ahUuPhdf8GzX/pS2oXs886/0l6YoaipAe8cE7wzwOHEXJ7zp7fezCfXn86zq7Vjwt/ZFQe8feMtfGfHPeayFIKKDugWg1rlhwoPqQazEGItcCZwBXAu8BYhxCuBqykjYfOUBPXLvd62jQcnrXLfUqJ1GYnUWoOAKAwRUpZ1hpTG5AXelmQbhAFpmmKtKSOWSDQSqcp6YQiDktDrLlAJBGMTowRhgFAZExNDJGmXTruHySFLYWF+FrxjcWEaJUOiahNERn24TTp7I3dedweTkxuY2jxJtVZnbHScnuqhVYJUAc1mjTSNCOKIosgYW7KCs5b9Dtdd/l2KtMvJpz8GFzepNMcJwyrLTziZJEkZG1tGpVFHaUV7ZgrvFY0VJzK56UYWd26FdAxVk1iX0ZqeJK4OkXU61KqOTppQERWoNDnr3Oczf8cPabe3Mn/bDEWzSnOoyeLUFItDGUG1RnV0KdnMdorOJKY6yuW/+BWVZ9dZ1qzByacjXvViOv/weWpTizihUc7ihQEkHrEnqrX3hX6vC7/PD3unQtzzQlkAfk9H0/7+RD/qJEqew3kHsqSk3VV7Hox89u46upvE9vwuAOXQxoEq96k8ZM0GwUueS/a0p9B1mv/3r1/k0n//V7KshcRjCti1c5ZOt4cXoh+NdmR5ThSHBEHA9PQs9XqVbi8BIWm1WjQaDXq9HqYosNb2xyYwtsA6SxzHeO8QQL1WoRoHrFp9PHEl5t++uou5uWlu7bVw/ci090CakxnTTz0pG1YIIbDW9KOGniiIyzQuZ8s6SEpi8XtuGnhI06xsEmEsQoiy7l63oCgKlNDEUczEyAhawsolS9i5dSe9zhwuUEg8DodxgkiWBB5XQ3LhEdahAt0/pRIdSOr1CiefchLHHbeaX928sezO/BvgYPLOAIcXU1NTXHTRRTzhCU846pv+7S6Lcd+Vy3mes2PHjsM0qgEeCAO9c/TqndHTV/O2C1rc8E5LN1EP+9w5ktCo5Hz8nbdz/h/WaHm1R++kWYZWeqB3jiC9c7C1zoB3DjfvnMPbLngzN7zzL+gmya89Tx4JaFQqfPydF3L+H76cltd78c4iWokB7xxDvDPA4cVcnvPhhZ08ZulpLG3nR7W/M6M1b7vrZr6za/v99jVo4ndoccAGsxCiDvwb8DbvfUsI8Qng/1Ke8v8LfAB4DfvOObzf7BFCvAF4A0AYaDqdFkVuSsFrDEGoSuL2/c6wroyg7DXfCIKyO2an10UqRRAqKnEMOLIsJc1yssLQWeziXEFzpEGatxAEpEkPT061FoIQLMylSARhKOm2U2QwQqDHiKJhRL3C3du3E7mAkYklzC4mDMmYnTt2sXbNCQTNNWy9+xaMzXjCM56CyWdY6G1l2XGPoj6ymvbMduLaapaesJ6gGlKtDBMEFby0yEDinEB4iY56ZafhuMHoilNwScqmjTeyvOgQVUfoteYZWrqcIk+Y3tYjyRwqS+ikGaZtmV60jCjL6LLltChYWGwTa4VrtQnbVXxQJSdjfOkErjZBT9a56tYpnvLo4xmuO4pzzkF2Dek/fpnKwgJSSLAKI3d/93uFr/acyD6p7CnIc8/Z9vTfB3u6fd53QjghsN4hEUhRktHuyJgXffLx937XntQM7kmluP8E2/0Wh1cKgQLhSZoV/EueS/Gcp5PbgO/856X865f/hc7iHBaD1iEUktl2q19vy+O0wPSJyXQL6vVq2ZTBO/Ki6NfZgsLaciWILIV4pRLTS5JSyDuw1gEOKUB4y+zULuZmZwnDgBVLxqjFCucMIyOjxJUqm7dsIaxGdLpd8sLAbsHjKBuv9FO7jHVY5zHO43zZlMLjMa5AojCuIAgUzhtUIPvReUugJblRJFlBJaoQxxWEy+h1WixbtoTZ+RaFAmcteJAqAOSe77daq6CFIsvKJhVjE2M84xlPZ3pqkh07thOGIVMzM/TS7H6EcKA4mLwzwJGByy67jP/23/4bH//4x49ak3m3ufyVr3zlfq+lacodd9xxGEY1wANhoHeOfr3z+BfGvG9hG+9890q66RHR7/phR6OS85F33MyzXtUgdfr+eidK8AO9c0TonYebc/r7HPDOEcc7v8v7Ftq8893vptuveX20oVGJ+cg7LuBZr/ojUreP56woxBcMeOcY4J0BjgxcvmMHfx7G/N2KExnPsqPS35kKBG/ZdBvfmrz/gh0P5HZgMB9KHJCqFkIElAT0Be/9vwN47yf3ev3TwDf6v24DVu/19lXA/c629/5TwKcAqtXYW2uJ4xD6cTzvJUpJoigkqsQ46yhMgdQKJSkjEQKEFlSqVZRSVKtVwiDAWksQBGSFod3pkPRy1EKGjitUqgq8p0gV3Q50FttUahHGWMZHR+m0WyQ6x7oeY+NNgvowJ5/+HCZWT3LtT77F/EKHEx97LhSeXn4Vt96xmbPOfxJnLhvi+mt/zrpHPYOF+R1c+YPPMb3tds44+bFsG22wZv0JNJcuR4YSJUK88/QKg7QhUkDSXiQ3jqGhEXJjkRMrIesyPbOLjXfdyvjoSsbHlqB7M3S6KU6EjA2P0k5zZBBSqdVZuvZkOttvQ5ExtvJkkm4H01lAxxHt2Vlkr8v4ihX0jEAUCcuXrCRxmlu2z3LK8XXGgpjwSU8h63YxX/53qq0eGgXe7D7P90Rr95x87hfNKglkL0baR4BqdxSskAKnNNIYlPcoKfvkcp9UigfBPlM6dh/HawSQRQ5bqSF/59nY5z2TREb86NJv8IvvXUaeJTgvEU73UwIlBR68IIwCiiJHSEle5EgpqTXqhHEE/fpAWZ7fk2LiHNYYtNYEoUYVEusczpedu4eaDSZGh/CuQArF489+PLfceitGwfHHreJ3X/g7CKW5484N7Ni5AxFI8iJDBRohJdZYnHNYa9BKlXXIrKWwliRNSfOC/qWBEB4rBc5DnhcgBGGgyhpiWhHXqmS2IM3aZMZSFDnSG5x3DA01CENN2r8ROecpMocxBqmgEmp0VNbyM84SxRFnnnkmq1ev4fjj15ElKddeex3btm/HWLOPM7R/HGzeEUI8cE7OAIcM3ns+//nPAxyVJvODmctSStygg/ERhYHeOVb0TsRL/tAhsru48KLj6WXBQZlPhwuNOOOjb72R33p1nZ4M76V3rFMIz0DvHCF652BwTn8fA9454ngn5iV/+CpElnHhRRfRy379BRhHIhpxzEff+qf81qtfSe8+z1nWCYQfPGcdS7wzeM46MuCBSzfdhSsMHzjuBCZyd1T5OwtCccHG2/jW9M797nOAQ4P9GsyinG2fAW713n9wr78v79fwAXgRcHP/568DXxRCfJCyEPyJwJX7O46SCiklhSlTUow1RFGIEBIdlM0mCmP2pIgYU+CsRSpJFIdkec7k5BQjI8PEUZn2MjQ8hPEeb+fo9TJaG3ayavUS6rWI1uIieVbg8SRJjiksW9uzuEJSrY6zauUK2u0tKLud665s4QpF6AtWL1uGdF227dxMEEiUKNh+92XU5DAnHr+Ohc5OXOhZvnQ1N1z1M5q1YVaccCK33PZ9os3DjI4uwRmP1iEqqqDjJkLGVDQMDdWRSlGvVMmLHL1qLUWe0l2YYdNdtxGKFJ3WcUEdKlWkskTO09AxXdFAT5xAujBDzcwwGp9GsOJ0prbcRS/tYmPNkiUrSNoGrSSm3Wbrpo2sWP8Yti8kuFs7PPHkFahIo88/H9tuY75+GSJJEUaUtXoAK0pCkR7Ynd5wX3LZi3Acgj0xKyGQvoxcaa9IwpiFVUtQ1Qrxxi1U2x2cKCNMToDwvp9Ece/aO3v/7EW/064vI75eOJwQSN9Pw5ASLyw+iuC3n4Z4wXMoqPPDb3+b/7j0K3S7XUhzVA5ojfMWh8Vajy/KKHhhDWU4XBBFIbVqFWMKeklKq9PF+7IrsXOWOIyQQTnGLM9RSuEApUrhMjI8RL1WpRIqzjnrTKIoZqRZwxUpSybGGJ8YZ2R0jC1bt9FLM7IiJ8sLhCoFfxBJgiDq875Aoul0uxR5gRBQiQOSXoF3HiEFSocURY51kCYGYzxhGNCIqhS5Jy8MHkGaZSy2O4wN1egmKblxNIaatGdmUVKh8KRZDoEiVCHOl93F0zwHBFJI7rjjTjqdDuPjE5iiYOeuXQjhiKKH/uB+qHhngCMDh9JkzrKMb3/72wgheO5zn0sYhgftWA9mLi9ZsoQXvvCF/MM//MO9UsEGOHwY6J1jT++88JUBtncr77z4VJL84JnMgTKceeLdCB1wza2rMfbgleaoxxkfesu1PO81w6Ti3nrHJE06nRcyVPtXvC8Geucw651DqXUGvHMk8c6rsb2Ed178UZL84NUFDZTizBNPQWjFNbf+CnMQV/HV45gPveVNPO81r94H76R0OglDtTp+8Jx1TPHOAEcGPPCf27egrOHDx53MEP6g+TstFfDD3hwyCnhy3GSolxw0f6flPW/bdDvfmt4TG9kDJQSNsMJC1nt4vsQBDhgHsoL5XOCPgZuEENf3//aXwB8KIc6gnGqbgD8B8N7/SgjxZeAWyi6lb95fl1HvS1JVuoxsal0OS0pdknKSlDdFWdY9MsZiCoOWGuHK2ktxtYIKQxCaNDVs27aT+nCT+lCT3DiSbkprocXktkn0quVUojJan2YZWWKIQkVjKEIKzdzcPIsLihHdwOXguxsRyqEDj/FVZndspq5T6isa5ElB2l6g4xZwqs5xRcjC9J20FzfTHA6ZWUhYX11Jc2wJUzOzzM7swBZtssyz/tRzCAKN8wojYrzxzE3dBdYhjCTUCmsd3W7G6PLVbNt8LR1VpV6fYMnxpxLFI8y3t2O8QoZVKvEIE0vX4aduYW7mbkbrE+TOIr1jSEboaIR6PYbuLL20xbaN11GrVmmOr2GqkFy3bZrTj1tKHFeovOD55K0efP+nBD4tV/h6h/LgACvL4u3Ke5yQe59M7h3yEkgPynly2a/NIy04zY6xYTY98wk0G02O+/qPaNx6JwWO0ElyrRDeIb3HCrd7VyWv9c2YMtpWRo+VVWVnX1V228UJrAYvC4qohnvOM1C/89skUYOffe8nfOmSf6KXLZB0E1q9LiCpxRGFKQvfK2uRUQBSYI1H9ludVuOQShSSeEeSFygdYo0hDEPSXg/vHMPDQ8zOzZEVBRIwDlASrSXzc9OEDHP8SScxtX0nM7MzDI+OIqVicnqOdqdHENeZnl2k3cow3pMXHqFyKtWAer2KF64UHUlZ16vIC6yxNJoVisCQJll5TqRCKpCurLGEA7zCW0mReRKbkvaSsnaXlbQ7KbVKldbOGRbbXbxUaK2pByGhFLQTh6hWcErR6/QwCKSWBEGAKQzbt25lYW6OOI7pdDoYY1Ba0GiG/VYSDwkHnXcGOLKw22QWQvCxj33soJnMrVaLV7/61XQ6HT7+8Y/z+te//qAd5/Wvf/0+zWUo609/+tOfPijHHuDXxkDvHHN6J+alryugczXvvOQskiJ6+GcVUI0y/uyNl7N0OOATf3cKX7nh7INynHqU8qE/uZoXvG6EdB96p5csUo0+RxhXKYwd6J3Dr3cOidYZ8M6RxjtVXvq610Gnyzsv+QxJUTykSXOgqEYRf/bG17J0eJRP/N1H+MoN1x6U49SjiA/9yet5weteQxo198E7CdUoIoyDwXPWMcQ7AxxZ8MDXd+1AOMmH1pzIkBIHxd/ZUIt53Y03k5iC957wWP5b1Dgo/s4cirdu2sA3p+5vLgNY7wfm8mHCfg1m7/3P2HftnW8+yHveDbz7QAchZVlHKc+LsraSkEgpcM7gvcUKTxCVor+Md0hq1Rp5mpOmKSa11AjKLr4edk7topdktHrT1DsZNi/odnoEKiQKIrx1DDUaCOExRc7oWJ3R0REa9Tree2rNGICZ2SlMUdZXkmGd+ugqmuMrGB2v01nYQdLbSpq3mZ9zKF+l0ihYmLmRX133c2buvp3jjltDIdq0dt1KM45pRgHbd05Sb9ZZuWYZQ2OrqDSW08tn6HYKcuuoDg1RiwKmt+1gbm6WxfkpolpEFNbRax7N3I7t/Or2a1hIu5ykQ8bHRkitpJclhJFkaNlaksCy45brsdEQYXWE6fY8dRUyteUO6ktWMjG+gigdJnaeZHYL0iVU1p/O5hmHT7bw5JOXkzQjqr//ArpJC/3La4gTUN6hsATWk2oBBHjRr6XTjzztTobxfaEg9hCQRCERgPYCL2GxPcPk9dfSDSJWdBYolAMh8KLs1OskJZncm8/KbfokJCnFb6ptWefHK6SHQlusdBA2seefi/y959GJ61z9s8v5zGcuptueQwqQQiGExAO9tAfOUa9Xcdaj+s1QcOVnrFZi6vUmWZbTbneQQUitWiHp9ahVKkSBJtAB3V7ZtAIkQgkEZYfg1SuWU48DqoFk+/athEHIYrvL9slZ5hdbFNbx+c//G1Jpbrv9TqwVGJNjTEGAAlfWrcM7itySZ6XgypKirC+UWfKiAMrPJITsnwFFGIYoVUa4Ay3p9XrkeYpxruwIKyHNCxYWW5gixzpPnhtCD81qQD2OqGhFEWhm2x1MVhCEEdVqFWMMWZbinCVJkv7vGUIKtBJIudcN6gBxKHhngCMP3nv++Z//mbVr1/J//s//OSjHiKKIF73oRQA873nPOyjH8N7z13/913z5y18+KPsf4OBgoHeOTb2TDoW89E9rbJi5jQ//+2MeYAr8ZsiM5LLvV5EWfrzxhId9/1Cma7/zpbfygjc16VZqA73Dka93DpXWGfDOkcg7MS/90z9hw8w0H/73f3sop/OAkZmCy75/WZ93Dk6vByEE73zp7/GCN72WbmXwnAUD3hngyIUH/mNqG8fVIi5cufag+DtJ2uKMsTGqUcyTlk5QtHsPu7/jggZ/u2sT35walMU4EnFEdDYRQhBFEZBjjME5TxQFWGcwJicIY3RQknae52Vk3ViEhyIvKJynUvHgIUtTpBCEQUjS7jEzPY/2nmZjCOccgVJIAe32IieedBKbN2/CkqMDCRKsyYmrZafloeE6YVQhiiArApqj6zCiQqW2hJOOP42rfvk18jyhKCYJAkWtmrLpzp/i8ynWr11FFNfYNr2LjRuvZfPd1zMyMkErCXGrHkPUjDBKIHRKQzTxWQfvPKGuIb1AyRoj44pO0mHJxDLShUk6DpasXEvPdBhqVLn9+l/SGKmDiBgdm6AV1ZDN5cTVVdx116UsLHQ57tFnU28ME6YdZiZ3UR0apyCi1Z2hoiOUgMk7b6ZioRtWSZREZRlnnnMyvZFRole8hKSTEF9zC0Y6vFNY4dHeYSQYIfqpDiV8v5uu2F2EB7CAUxKPZHdXUYXjlK6keu0WokrEaJKgRBkF8/1QluwTlWCvou97zRkA4cvi7hqL8uUxUB4hwAYV3NPPQ//BC2nFDW745XV88Z8uYa41xfJlSxirj/DLK6/BOYvxHmsslSggjCKKwmKNKbttK02SZQhf1uFaWFgApej0EmyRU6tExHGIdyHGFHR7PawHqRSFKfDeEwYKrGG4McwTzj6TiYlxFhYXCao1ksxww42/4oYbb+bGX91KkmQYY4iiCOMk1bhKmqUUqUVXQ0xucYWnGtYobIYUCucgScraZVJqBAodlNF8KQOQu1edZP3vUILr3yhE+Z1bVzaxyI3FeYGQCi0E3V6XQFE2hJEShETogKUrVzPUqLBx4wacA6UChFRlEw5d3mzWTCwnSwt+nSXMAxyb8N7zyU9+kqc97Wmcf/75D/v+m80mn/3sZx/2/e6Nd73rXXzmM585qMcY4JGJgd45MvVOOjLC6y7scf2meX587QgPt8mc5hUuufT3H9Z93hued77sNv7ozxr0KsFA7wz0zr0w4J0jlXfGeN2Fb+X6TRv58bXXP+znPc0LLrn02w/7fvfGO1/2Cv7ozy6gVxke8M6AdwZ4BMADn9+5ncdOLOd3ZPSw+ztnFpqPrjyNqBKx7CD5O+/ZtYkvbd906L60AR4SjgiD2TtPnhd4D6If6TTWEMchSgmE0mRZhvflRJSyjJXkRU4UVlDWEimNtwWBEkSBQktJo1an20sROIoixzlLEAp0oFi+6jhUoFh/0gkkaZsgqKJ1QK/XZnpmF3le1tAqih5p6tFBSHvhJnQ0inBz3N3WhFFMWA1Yd9Iy4iAAZhC5oxYIiqLDli3b6SQebT2qEbFm+QmMVVewdMWpTCw7mUp1CCjAWiLhmZm8m05rktnZXQgRcfy6R7F61ckQBAiniPUIgVas0pr5nZsJ6hUaoxPMbd/A9bdcxer1p7LsBHAmZXhshOktG/DCcdyjHkezUUHiCaUmy1JU4Oj1DIGOcAJ2bLiWDM/4usdw1e059ZEmpxy/DDO6kuYr/oCk+xmCOzdSSEc1l1jhcdIh3b0fwsrfdtfu8UjKqJdHYvuEFbqytHvNGU5yGt/qIjFY4ZFOoLxEWw/CYxV7omd7F6B3zpU/e0+hPRqPdo5ceYz0CFmBJz4R+/IXkjeGuPn6G/jqP/0jRaeNiALGly5jbtcMxlpyU5T1u7QEAUpJnLN4wJiykYnsk2Cv12N4aIhelrJs6TIW5qap18rmJ71eytz8AtZ5pNKYwlDYnEocceaZZ1ANFFPbN/PN/9zOmWefzTOe9SzWnXIylXqdJz31Kbzvog8xe9X16ChCak2WJygdIoQCYcgLS1Vo4oqiZ7uARQeaPC+bY4RhWDbOsAXeC6IoINAaj8Q4RZrZfppkhsQhhUAg0FrTbDQo0h5JlmONxYuyTl8qPJH0+J4grsQ4LUBIUJpdM7Ps2tEpz7so02Os9QjpAE+9XuP4407grrs2H2wKGeAow+TkJC9/+cv54he/eFBM5oOJb33rW3zqU58qH5AGGOA+GOidI1fvDK2s88n37eD1byv46c1LOBgrmQ8OPM990iJ/9I4YPa65fqB3BnrnPhjwzpHMOyfwyfe9n9e/7QJ+evOvDvdUeUh47pOezB+9463o8aUD3hnwzgCPIMymKX9+/VVEj3os58fxI8rf+bZz/NOOzbTyo6tJ6tGEI8NgxmNMQZ4bgiDEe4dAUxQFxhT4wtLtJYRhhFIKIRTdXo8iz6lVqwRKUeQZUaTKjqxSIE3B6qUr2L5rik6vS1FkrF+/nvUnrmPH5DaSLGV6fo6ZmRlGm3Wy3JFlBUGkGB6uk6YZ7dYiAo2Wjla7i1IRVm1l6ZITWHf8yZggQ8YaqWLSboek08Oj8LmhSHMKUxCGmkA7eh2LszVOecyTCWsjFOki03ffwvzUJqant5F2Zkg7C+AkK9ecRIankydMrFhGN8mIwhrVSoPp+RmWHncKYSipBIpWK2N8zQlYFVKNPDO3/4JdMwtUQsH6E1ex0Jpl5+03MN9cgveSIm1T8RndXpf68DAmyyCUJDkYkyOyOXwAP7/xZqo6YN3yJXRXryF69SvoffIfqW/ZjJcG4RXSgcciKDuDCsoIV3kLLGGkL9MqvNyTbiF8mSqVaws+Q7l+cXknCJwsI1oScl3uRft7Ilq7SWj370Z7Au9wor8PKbA6JH/SWYSv/D18fZQbb7qBT37kgwhToGLNcFFj565p6mGMUmVakQ40y5cvI4401hRYb1EypNms4LwjtwVRvxmYEAJjDPV6nZmpXQRBQKVSZceOybJWWFaQFxl5niMDQRCEPPs5z2ZiuIn2hvm5WW646WYu+dznecr5v8WyFSv4/g9+xK23bSArBHFco/AZYVTWhrPeg1B4AYUxWGERWpBmCfV6AyFywigiSbtlkwwUIIhCzbp1a6nXmyy0EjZt2kYiwRaQpRl4T6BCms0hpBSkzmGtwHtBURiM8xTe4rTEdroEaUYYVxEeKkrjTUFzqAHe0+ulFIUhCBTWGoSEerMGgaDgoXc3HmCAR6LJ/K1vfYs//uM/ZnZ2dr/b7u7aPMCxhYHeObL1Trx+iE+8bxtveLvl57ct58g3mT3PefICH/m7WarjVa5/UL1TagMdqIHeOcb0zoB3jnTeOYlPvO99vOHt7+Dnt912uKfLAeE5T34iH/m7D1IdX7kf3hk8Zx2rvDPAkY3ZPOOtt1zPh055DM+uVo58f0cFXOoz3n79lSxkA3P5SMYRYTCXS+7LemDgqVQqGFNQFBaQeOeIdEiRF+SuQCqFKQq01mitCbUmigLWrV3LimVL+ckPf8zSkRGKpEsj1LQ7Dg+0FhdZt+4EdBgQVSJqjSaXfecyfC5JWl1anQ5xtUIlbhDqGqISMjc3jzOSMK7QSzsUiebWmVvZtPFOGnGFWiWkEAVJkpZpM8DYyChDE+MYP12m3ySGrNNj8w0/pzu7Da8jhGij6ZC0e8wvdlHSEYc10jQgiNqsPWU9rghQhDi7SFypU6tUmVuco7COyvA4C7u2U6uO0ur1WHLiOXR3bSKuao47dR2LOzczO/Urlo8OMT2zi2pzKS6ImZ/fhQhiwkDTarUha5GkGaGq0RheymJrAeam6daX8ANjkU95HGvGJzDrTiN85ctIP/1Z1I5J8P1mBlCSihD3FGgXYk9pHSEEwpdpEaF1COmxsrwxK+/AO7wUOCQKgRflf4iy06jyAldOC5Biz3G828uY8aKcyEJiZURxzmMJXvUSWuNjbL3pdj774Q+zc+sWxsdHCZxGSsnirhm2JT0SU+C8RytJvdnAmgyXl71R8WCdpdvr4r2n3mhQq0Rl1N05tmzezEJrkeZQE6EMSZaT5wWFMRhjEEKghKIoDN/73vcRruCkdWt55jPP5zFnP4F3/+37+OhH/oHcFFjvsFYSRXW8C7DG4rzDuRwPKK0xxpEXFqU8gQoIahFRHBFljlq9QeFy8jwnimLwEIcBp55yEllaUGSTNCoBJk3KG4FzSK1pNpqYoig7IFuDEwrvff/YHmzZaVxIcNYgpSEKI5YtW8q69cczPNYgTXM2brybzZu2kGZJWcssVNSrNfCWSvzQuhsfDRiYhw8PdpvMX/rSl3j6059+uIfzoHgo5vKSJUsYHR3ltkfIg+QADyMOqt4JBnrnYdA7Q6eu5GN/cxdvvLDgiruOO6zT5cHhec4T5/johyZRK5ts2I/e6RbDGLeKWG0a6J1jTe8MnrMeAbxzFh/7m3fzxgv/nCvuuuuwTpf94TlPfAIf/dB7UStXHgDv5BjniAfPWcce7wxwxGM2z3nbrTfyiZMfxfmV2hHr7xgR8Q2T8PYbr2bhAFYu7x6jGzyLHxYcGQYz5bwN+vW/Op3OnkhGpVJBCIMUvkzxshZvPVJqarUalTgmkJKxsRFOPelUFuZm8YVFO4+3FrKUSAd4D4vzi3zuks8xNDLMCSeehJJ10p6n25tFaQUOkm7Oti1TjIw0CSKIKhELiaAS15CZY7gWYCuWXrfDYnuBNAmoVatUoiqLiws0alXSXsLiQovCWPI0J1QhYQSuaLP19msIwgDjDfVag+bQMN62SYxkfPk61q84GRGE6FCyOL+DxShEVzS5SwlshWVLxtEqZLEVMa/ncHgacUiEZfTER7HhusupxY7asuMIQ0OkUpZKSc92GJ5YxeLsLGm3RVytkKcpkfUsW30yyuZoGSIrK+jN7qKzME2vFvO9H/2MZz3jPFaPTGBOOw39ij+gc8lX0LPThN4jUHhZpkz0g079QvDl70KAEhKzO/VBegol0FbjcGUzEd8nICnK7QRlB1MECjD7WkCk5D1kJwTSO4owwDzmNPSrfp9kdBmLm7by//7jX9i25W7S3GANFHlKkiYUtiDppfjcgoCh5hDnnfdkvnfZd3DOoQNN0stQXoMUFFleioNQkWcFSkpMkaN1QFypApIkTclz05/LGqUUOtAEQcj1N9yINRlTU5NYJGNjSxgdX4ZzW8izAhQ470vR4SwOh7UGvEFpDV5SWE+eWfCOFE+z0SQIYgrTodPtYa1HqQAlNaKfvpIlKZ12l/bCHFmvgzcZNjcopYgrVUxekKQp3juUKjsVO+cwxuCdR/qyo7iXoKMQoQVxPeR3X/x8Tjz5BG6/9VaqlTrnnHU2X/uPS7nllltQSrB8xVIa9TpTM3PMzC0edP44kjA6OsqznvUsvvrVr+KcO9zDecRjcnKSD3zgA5xzzjnU6/XDPZx94tvf/vYBm8vr169n3bp1XHbZZYdgZAMciTgYescUQ3Q6jyfSX8Z7N9A7v6HeGTpzBW9+S8JNf2nppeowz5h9wfPsc6b5yAdmiJbXmd2P3ml3VpCmSwn09xlqLhnonWNQ7xwc3jF0Ot3Bc9bDxjtn8ea3vImb/vL/o5emh3nG7BvPPudsPvKB9xEtX3sAvNMjTTMCrQbPWcco7xwMSAEVregW9nAP5ajAbJHzsflZThtfyVCvc0T6O9/MEt5+84GZy1pItJSkdrCy/3DhiDCYvfdY6/oTtpy41lqEEKRZShwowiDEWofsi54g0AgE1hiaw8PkRcEPf/gjJK4spO8FvSTHWHDWlREZLeh0ElrtDju27gAZIJXipJXjVGPNxi076RhoDC+jnXYZCgRLlq/i1FWPIW0vcNWPfoBVDh06tBYoFVCr1fpfYkEcSpwpMEKCt5i8oNtNUVGE8o4orhFUR1iyZgULC7Nk3Tk6i7sIvMJ7Qagr1GoTLHYyduyYJc3bzM5N0qiPUqSLJK0Oo+PDiHiIsfFlDEWeu265khUr1rDzrhtYddJp1OoxwrZZuu6xBKuXs/GWK6lHOaEpKPIMHUV02ouE2uB6HVAVXO6IKxqEIAyaVE6YQO24g87MDPnQCD/56S95xrPOZaLZQJ95Dnm7i/jCvxMtLmJEWazdiTIFT/ZJpyQGiZMC68EKQY4CKfFeg1KkOsAJjXKybF4gJHkosbo8XRLQXmGkREgBsqzdhSzPslQKpTRFv45PuHQZlZe9kO7S5ezctJ1//OzFtCZ3IgOFyBU+kNRUhaxIybyhogIKcrx3BGFIvVZHa43w/e6oUiKlRKOQcYTWkrGxMeZm5zDOUeQplUqVjRvvJk0zjLHIfo2uMAxI0gRrCpSIadbrLMxn7Ng5ya9uvYP5hWuYmVskzTPCOMbh6HR75PkilUod7zKcy5E4nCnKOa81CLCFwzmYm12ktTiHVAHGpICgEkcI79FSIJ1jw+13IIRkcW6u7NS9+zNpTbXWoDu/iHcOFUgUDm8dWZKW6VcIlFaooEx/0dUIGShUrLnt7jsYWzHGqY86lUDHbNiwiV2Tk1hvaQzVqNZqzMzN0+nlzHeSw0cuhxjDw8OsWLGCJEmQUh6QwXzKKadw++23D1Y8Pwj+8z//k7e85S1cfPHFD8lk9v2GMQ8VN9xwA7fffvsBbTs3N8df/dVfHZC5DJCm6aA+832glOLUU09l1apV/OQnP6HX6x3uIR00HAy9U7hh2r0RvEuwtmzMsj+9c9umJqm7c6B3HkTvnP+CiPcsbOJ/vO84kvTA5bLAlVnUD6W6hhCcNLaN1cNTpYiSAi9AyDJtWyqFluUDl9eKsfGAv37nIuGaMbYfiN7RloR2acwM9A4Kh7OCbvcEcrMMpX6G1tlRq3cODu9Au5fhnSj3dQDPWbdt2k7q5IB3HpR3XsR7Flr8j/ddRPIQTGYBSCF/Dd4ZZ/Xw8H54B7zWjI1P8NfvfDvhmuMPkHcCEuSAd+7FO45ut0duShNaD56zHhKkoJyT/sAX8GgpMYMFPw+Kn2zfyl8qzftXnUDDZgfs7xRAz4u+vyMIEKSBxIkQZQXOg+L+/s7dM/Pc3WoB99Rf9r7/jwAvZDkG52hJyd9u2ch8nh/w5xk8Ut8fSkikgOIQXAtHjMFsjEFr3S/2r0vzUJcdJK3z2DwjTRO0joirFUxhEHiGGnWedO65CAGXfeebZGmC9Y5OntErLBYJgUIYj3MGhCtvbB68s+TesXPXLKuWNkmzDOtjguZa1p98Cptu/g626DC95QZmZzsEkUF4aKUZVRUz3GyyZEWTrJeTZzlD9Sa9bo+isERBhTiqE0cZeIFxBYgCQUHSalMJAmrDwyjpyXNB0c6Y3nY3rdk5lixdhVIBobWElZjOwmayTgebFYQTw8xNb2Nu191UowBrU7bedSO16hC96V1ElRHa3Xk6k1OMja9gdPWjyafvZBmeolajqI2SzU+Rt3aSLi7i4hFymyGXrGRs6VJkEON1THXJegpzB8nMLtoWrvj5dTzzyWeiGlXc088jyQ3J9TdgNCgZonWAUBIRSFSokTpAqgi0xiiBDsq/Ca2RWiF1QENJfBDilUIBTmniKEDKUvw6pctuukqVES0h8FKAVHgpEFIghMQpgVMKo2O6cZWp6Vmuv/aXzE3vwktHnmfU44ixZkwYRGSFY3GxS+Jz0BLlNYvz8/zoBz/A5DnWetI0I4oqpGmG946x8SZSCrq9hMVWl7AS0+p0iIKIpJeSmwIhBWEclYXpTYZSktHROiPNIVrziywdX4qOYm694y6KwiKkIoxjorhK0sup1SqkSY8s7RBpSSAUaVbg8Tibo7UmCAI6eYZ1jiAI8IUh0LJ8KJCCqtZgCwLpGY4CajpAKEV11Uo23HU3eVFQqcZEcQ1jLFpJ8AZryvpGaWaw1oEQSAnQN+hUmcXivGWx3ebnP7+C6ek5nvy4x1OtNvjO937EQreHqoQsX72SKAiYnUnoJj28OHZYfmFhgYWFBW6++eYDfs/09PTAXN4PvPd87nOfwxjDc5/73AN+389+9jN+/OMfP+TjTU1NMTc395DfdyDYtm0b27ZtOyj7fqTCOcfSpUvZtWsX+UMQkI9EHBS9U0yRua1IfQNCOoQR+9U7Rd7CwUDv7EfvvOCVoOydfO8nNZwqDRElVN+MkUgly9IDQiCkxAt4wuotPPn4rQitUVohVVCuUAs0KI304JXCBRolBBKwWjFS7dCsJgeod6CIxw9Y7zg2EUcWO9A7e/ROljmMGUfJKaQsyuvvKNU7B4d3cjLnkVojpD+g56wiz3BUB7yzX975Y5T1fO8nP34IvHMcTz7++H3wTgBK7cU7Aapv8pS8U6NZrRzwc1bxEJ6zHIY4irDeDXhnD+8YjHEoKcvnrKOYdw4GnIfcPrTPOyiTsH944Otb7iazlmc2h/DSI9CgykV+QpYr7VEaZFAu+pOCa3bu4Jdbt5blLygN5N372xPtEvRLZNxTy3k+SWkdJL1vvMM8hADEsQIpDt21cEQYzEIKEA6pBCrQBGFIt9PFOofWAaoSMjLUZHZmhl4vJc9SFlptojAgiEN+8tOfsrAwT55nRFFImnRxAqJ6RBCE/3/23jvcsrs+7/38ymq7nX7O9KI2I40qkkCIJqoVbC7F4BswBnyFMTi2k/gmduIE517HTpz7JHFwChh3YmwwEB5hHNO7hIR6mRlpZjS9nTOn7brar9w/1tYgIQkLGaSRZr96jmafvddeZ52z1n7X+/u2l3VjLVZOnSJPMxq6TlZCL81wvhJDC1mflUMDPBFxHAIdmi3D+LjG5Ss46XF+QLMV4PKquD+QMMgKjpzsoMo+AugjGBsbQ4gS5xy9bp9ef0AUxFhncdbSFJasX9JoNrFGsLzaodNpo4PKydmalKPpKt5JsqwkThLq4xPUmhOMrZshLQ3GWcbGJmmOT5E7xdLxvaw97yLaK11sr403JavH97J4fD9BvU69Nk3n1B5azRqD1NJu95BZD+ckY80G9ak1yKjOykqbQK/ivCdpNFi7fj27ThykXDxCjuBmeTcvefGVqFqCftWrENe9FCkMQnis1HgV4qVEI9BUmXA3JBNENf+telBlljzgpEB6j7IWK6r5PaGVKOcpNHjhUM4hqD4UQkjwj2jXcKr6sAiHwrM4P8+nPvFxinxAUm+R9rsktRplYUmShLw0WOfw3hOEAUXpCMMQUxScOH6M9evX0ev10IEizzOssSgtSJIag0Ef7zzWOZxzhEGA9xbrSqJYE8cJXnisMYRBhPee9evWY4uSWr1BaTyrvRXSNEMgaDQSdJjgnUTrEGEd01NTLC2doHIulohSVhUJeMIgwBqDdxYlBLU4RoRVu1VZlmgpiZQgCGOSUOGKgvbyMmEcUa/XqQcKQkUQapzL0TiEthApsiLDWbBC4yRVhYCWOONBSiwe5zyu9HhvabWamKLg2InjPLT/EPseOogXHikUxliWl1bwHtI0xTyFCtLnOh5Z3fxkK1/Pdnjv+ehHP8pHP/rRZ/pQRvghQErJ6173Oo4dO8btt9/Ol7/85Wf6kJ4WPJN6xzr3PXonZqR3/m6989p3SX787Sn+SeudcYSY5AfVO6VosjrSO/xo9U7Aav8VOHUCre5BBV9FSjHUO+I5q3eeWd555DorHq2znjTv/F/8+Nvf/gPwzlNbZ5XCjXjnaVhnrfb7OCXRKkAF8hG8M1pn/agxCjA/OXjgc8cO87ljz/SRjPDDQqwlxvnKUPRprOI/IwLM+OrmqENVzWyRYKxDIRGGYdtKgBaC2akJVro9lBIEUUg/yzhx8hRKKTZv3Mi1176QVquJUIKH9u9lZXWVn3rzW9m7bxef+NjH6XZTWlOTlMdPELuSGM98UeJchPMS4yVRPcIFktra8zh55ADjjRkuPHcz3/7aZ9DOYIykKAbEiSTrGmTRJ44jpBR0u13CMERISZoO8M4gRFk5ZxpLIASNSNNeWqA/MAQ6Ybw5TlnmODMgG6ygROWIG0lNojzNcAZTGtLeAFOmRORMxXWUW+WCLesxG+c4cGSBKKxz+MAdtBrT1EJPYXrI1Zy8fYJs5TChysjTI0SqRnNuIwf3PMCckHS7OX71JKZ7iqlEEoQRK4s11m4+j/HpaVaXT4Gu8eDBeYr8G1x/3csgDjCBInYCcEgVVE7QRiIRID3eu6HgEVWrgnBYZ6tWPW+xxlIagzMlriwwZYY1jsIJrIVAAziKrKAsqzk6xlQCMsuKqsVPCPI8w5Q5adbjwV33cmr+JOedfwFL1tPrdBBCYJ1ltdPGWo+QsjJ7cFWJhRCiup4CzcrKCkVRkMQJhTAoVVKrJWitKYqSU6dOMUgHNMea5IUmHfSp1SOkUghhsc5ijMEaQ61Ww1tHEIS0OwsUpcMCOqzaq2xZYK1ChwnOefI8w/uSRqNOnvbxzlGv1bDGEGiFKQviIMCFYfU7lTm1OEDgCZUk0JpQK7wpMYVFeEdadFhdNihVzUCqaQiEQSiJEx4TAWFMmgpyJJ2ixEiBwjNRr1NYj/We3BqKwgyLJzy9dpf9/QEHDx2kN8jww/YY5yz79h9ECYmzDh0qcCPh87244YYb+MhHPkI+csEd4SyDUpXBzQUXXMA//sf/mPe9733P9CE9vXgG9c4geweF+1OcZ6R3RnrnrNI7VkiSSJGLHbR7/4Sp5J8zsPLs0TvPKO8UFM7j/GidNeKds413HEkEuQho9yRTSY2BtWcP7zyDmIg1q5lhFFoe4WxFrBWz9Yjj3ad/hM4ZEWD2VC6ypS3RWmFdySDto2RIsx5SpDl5nNGs1QiCgJWVVcZbLdZu3ECv22N6Yprt27Zx0UU7eMHzX0CUhHjhSLMX8ZGPfITzt57H2rXT3HPvnWzedA5f+ca3mRhL2D61li2tGt+47wEOdC1WFlA6ZhrruPLqt2GU4tj+u7j1G59n6zkvYudtd3Dq5B5KC9JarOkQJSF4iTUwOT2BdYY8Lwh0QLPRREgIAklZOJwFUxjai1289GjpCQJBpELiMKK0Bm8NKg6rdjZr6PdXGGQZhoh6fZzZqQnGagFJ0WY89oTKkQaSI8UShbFE3nHi4ENMzUyyurLEuZu2gi3IDBw4dIz1a2ZxBmImGBtvsjB/gtl1ESUlvf4y+eqAZn2CcGyWY8cOkuddeu1F5uZ6RLWIB/bsJWuvoLUB7di8ZTuXXHkN9bE6SI9g2AYhZSUqhil0OWyJENbhrUVai3IO6Swmt3Q7HRZOzTN/9AhH5pdYXlzFpz3ywYC0n1EWJUIIytLgvCcrC6RSRAhcaXHCY02O8AV906c36GF6GVoL4iSm1x+gA43zVcZaas2g38N5jzEl1pUIAWNjTU6eXKjcs5VGSEdSi5FSURaWLC8w1pw2ZyhLQxzHSC3Jsmw4g6iqzityw/79BxFCYAw4JEhNLUoQ3lIMBlgBxjmUCqrWQQuNeoxWAVIIKrfvmEBJjPQkcUwtVPT6fapB+6KaY6ZV5cScpkTDAI7EUxiLsa6qXrEOLQXCGXAebyxJoGgkdeTYOO28JF9aQimJtAZvS7wXZHmBVwpjLWEYopXEW4dxDjNsWbPWga+yxNY48AacIy/Bj+ZePQZf//rX+cVf/EU++clPcujQoWf6cEZ4hvBk53Q/V6CU4t//+3/P7bffzuc//3ne+ta3Mj8//0wf1tOKZ1LvzNVW+MLdv8Ji9kmcOjrSO2er3rEOIcRZo3e8Uxxe/FUm6vexfuJW1k38SwZmgUNL8qzRO88s78R84e5dLGYOp0brrLOXd86udZZ3nsOLXSbqEesnxlg3McHAWA6N1llPC1LjGI80ncJiRxXMI5xF2DSW0C8tq2nJiW6KcU//9X9mBJirtCsAeVkgEERRSJFbnDdYY7FFwUSrSZ5n1JKEuNF8eBo4UVS1ppyz9RyiOEJrRb2ZMCnHCMOID334D4jrio0bNvGe97yP3AZ89atfZcv27XSPHKTZqBGkXYw1FLbkzps/y0q3zXWveztpp0u2eoy/+dSfIPI24/WY1DnSbgoGioHBY/Fe0G73hjdQQWYztA6QUuNkgJAWKOmlfWITY61FRhpHhpMF1gmiqEmjMU1ca4CUJLWEPMsoswKFxxd9jh9ZZCWWHHEla6bG8WXOQltTqjor/cPEKiHRAw4dPEZTxCyegAsuez5FPM2ppcPkXtBKAtJBSnNyjqI9T3d+J6o2R6Pewhceo1LKwUl8P0JLjywNhx68k6k1U5TGce+DS/jOCpdfeimXXnE1U/UG0bEFbGcZoTwSjVIBLlB4LVHIaoaPUgglqYZ/VdPivZAImeBnxmFuHf6SSxh4S5lbinabdqfD0tIqi/MLrC4us7SwSLu9SqfTJS8LvIEiiUgDQVSf5bqXvZR9u3dy39130E4HTM1MEMuq/UnrgCCIWV7uV5UO1dWHc5U48x4Gg5QsywGBKUuiRBEEmsEgoxpAJGjVW0hZtUxpHWCMA+ew1jEzPUN7pU2RlxhnKf1w1p3UaKnxQtLv9wiUROBRypMXPZQMAYsUCmcd1lYiQiuHChV4QxxpwkAS6AhTFpTGYh0oJSvBYT3GexASJcA7T26q45JK463FShBhgJISFUiEFpTegitZ6bcJ6iEAEkVWFBgjKjdY66nXauhAEQYanEXrKpMulcRTkuUFoABJWeaAr6osRnOQHoP5+XluvPHGH9mc37MFWj/1W5gx33UXfmSgt5pR+fjOww+btzzRfn5QvPCFL+Tmm28+a2ZwW2v5rd/6LdI0pSxL2u32M31ITzueSb3TPnyKteNH6C2tkLmR3nlqeqeJOrKI7S4jpEcKjZSV3kFLJHKoc+Rj9A5CEsjwtN6xF19KhqHILelKl35v9XH1zmq7R1YYvIUy0qSRoFkPn7LeMe4avN93Fukdz6ap3yMM8uEMyO5Zp3eeWd45yNrxJr2l3oh3/h7rLHXk5JPkHcXpIctCgFAEMn4E71xMhqPIDenKKv1e7wl4p01WFHgrKKNwyDszXPeylz1F3vFn3Tpr01SLMBB44fHCnnW880yiMFUF/Wg8xt8PunL2o0pTisff6AmefqSxohTi9LlQQjxh0P/hRBnDn+i9/3tVoSsJ9iz7eBzrpAxDW/yA48p/aDgjAsxQteRY61GBwjvP+MQY2aDAliVJs0UURxXBSon1MEhTBkVKEAYIKdm950HOu+ACLrpkB2GoQXjyIsNax6GjR7j+1a9gx47t1JM605NTdDt9Pn/zbQxWVygyQyolhAZrHCbts//ubzM9OUE2WCYYnKAoJf10gfVrN5BZwymX4k1EWoIrMyyKflYgRRWp9NZRFJYwSHAoMlOgIkUYK5yDLC8JZEigNCUFeWFQQcx4s0EQt0hLiFtzxGMeX/bQOqIexWhpcUWHrL+EkY5+nkE0RWNqIz6LqxlbpSMPlxCdRZRSHHxoD0LGXHjRDhaPH6XWTGhGEYdXSgrqOANhaRirBaQpzKzdQjs1GGOpJxH12gTLJ4+xfOAhvJJ4GbJxbpbXvvnNzCQhxZe+iLj5bpJeh1IDIkD5KphsgsptVEgxfK8ErYYmEgKvNcv1BvnF21BZn+auPYS2xHtJ5CyRdkxJyTbnUXjcWIMiCugmCZ1uh4WyYMWUdLMBm666lBe96bUsDl7FB/71b9LffQ+mtHTbPYJA471nMOgTRhFFkWOtw1iLFIIgDEjqdYKgup6sqV4bj+u0mg2WV3p4quBTFIV4b6nVEtrtDmVpsN4iRGXylg5STGlRSiO0xGQFcSgQzuOA0pR4rdFKUuYZRWmwNkMJSRTUEJUzCloH4KtWsFDLYbVF5aAstMaUBoSgNA7v3VBfVJXJwnukFOTGE8UxhTUoISmcw5eeMFAEOqDwBaW1eDyFtBTOIsMQEWh8ADIFWXgEnloSEEURSirq9TrdXpey10X5yl0W57DGo5SusuzWDlvanuDOcxajXq8zOTnJvn37Tj93tlWz/n1x5ZVX8uEPf5hGo/EDv7ff7/Oe97yH22+/HYD3vOc9WGvRWvMzP/Mz/PEf//Hjms392I/9GFddddXp71dWVrjhhhvYuXPnU/odbrrppqf0vmczOp3OM30IzzieKb3TW4lJ0zly3YfQYY2jTNOR3nmSemc6ibjjL3fzK7+7nW5vsordDCvc/NBdXQznn1YvDr8ABNQCw2++4UvseHUTlfX5+McmiaQls4pP33cJb7niLrRuIWihHASloZlm3LR7A3cfX1PNUxWCMOjx/hu+xRvedP1T0jth9B2S+oazS++EJaU3GCvOWr3zzPHOMmlakGt9ep1VjtZZPwDvhNzxl3/Or/zu79LtdU9X1D6ad3gE5wwfD7moFoT85ht+ih2vfvmQdz5OJAWZdXz6vnt5yxWXo7VGwPfwzk7uPn5syDsQBgHvv+FnecNTXGeFUXj2rbPCiNIXmNE66+nH8DPw9wtPnt24dHqW//qClzMjoFQOgSbwCicFVg85Rg656OE4j6ieG3jLP/rC/+aukycA+NlLLoOiRCvFT160g4/efxeFtQ9HkXnYp/LFmzZzTqPFQlnQLguWe13+bPcu9j/FtcPZFlyGZy6o/EicEQFm7zzWWLI0J3CVg6s1Bq0h1BqHpdfv0ev3yIuS3DikgCgIMLZkpddBSsFDBx/i6PEjLC4ucuDAAe6+5x5u+85tRDLk0L6DbFi7lq989UssHD/A9s1rEFKTl3NgCg7Nr+DyAZ1uRpbmuKLPvd/+Guum6tSScQqtkFLTtpLAC5JwjEwqnM7BRwRxjaJMCbVC+CqbaQsDooSgpD42QxDHFGkXW/SqViPnmRqfQceKXmeVNO2z3D6BGrSZmN1Aa7KB1AlpNkFca5D32xT9edY0AqLGNL1exguuvoZSa1b8BpZ7KZ2lRSYnN3H4yP3ky/uJnaDT60PZ5sDeh9Bac2Jhnou2n8tG3SR3cyAEy4uHWFo8RjOK6fdSEBFJ6Ah0SRZEtNauZfGhJZJIIAvLpk0bmFk3hbvtXuRXvkU46OKExQuN9wHeC4R16BIEcmgwUrkRI+Tp6mWUw/pxmue8nMGxo7BwknqvD17gvScRJcJXbUHCDtMxQrAGINS4uAbe4sqC4ugp/K13sOa6F/HqN7yWA0cepNlsYAooCkMUVm12RSmqygYpKlElBEEQ0B8MaK6ZQyrNIB1grUNpSafbwVrwXiClwhhDnhsmJiaBqu0wjAK0lpTWIGSV7VZKYqla2UpjqiImKYmjAICiNDhACEUcasBTljlKeYQwKK3xXlM6i6b6e5iyrKo1hKrMPqzDOYtzDucdSkkCVbkdV46tHu89QlUmHaUpKYwlt5ZAOZS3eOFxASitiVy1Pc5TCrASwjjCFBkSR6tRI8sLGmMt5peWyfMSUbjKCdl7lFQIBEooPCVSegJ1RtDMGYXjx49z/PjxRz13tlWz/n1w+eWX84lPfIKtW7c+5X1cf/313H777cRxzPXXX8/rX//606+98IUvfNL7+dSnPsUb3vAGHnjggad8LCOcPXhm9U4OpsOh+enTeqc/uArHnSO98yT0zj2fX+Zd/8+FHF4Ze8rn/3P3TXPNe6ZYOTzPF++a4Ut7Ljz92q27X/Gk9/N7fz7LtZfvYdsbzhvpnZHe+Ttxpq2z+oMMx2id9eR45yu86//5Nxxeeeodb5+773auec/bWDl8iC/edRdf2vPg6ddu3b37Se/n9/78L7j28kvZ9obXjXhnxDtnNJx/bPWyBM7CeONTwqWT03zkpa9mWxwihMWEGukDQi9AOrz4u+M7r966hbtOniBSilevW8dPrd9wOr7z8he+8HHjO1D962R4Or7zf6zZwE99/cvsXV15Rv8mIzx5nBmMJEDrAO8cUqhq7hCeUFctJs57jHcoqfBSkjQSvIAg1HgsQgusKbnp5m+yc+e9hDpEIFhptymLnPFWg4WFBf7ms5/FSAumZHZyDCEUuTGcXFwmsIa5devZfXgB7xW4nN5ggf2ZZNtFL+On3vwODp08ws67bmLx0E6clYxPTjKehKwurHD1tS9m7977OXloHxRm+AGCrMzwCgbLgksuv4YwiZg/eZD+sYeQwlHkGVJNkfVBioRac5q59ZvJrSJ3mlbSwvoMT0BZOEgzZOTZseMc1m/ZilcBd969FxNYtA6oNeo4adAKwvFp+ouniGt1VNJgcnYD84d3kpqSQydOMlWfYHDqCCvdVaTQxCpkaekU7d4y3sFEUmN8ZoaicPRTQ60eIQJHJBQTk5ME1pHu3UNrsIxyHiUUsvR4LRjUQ7Q3xGlRZdOdAukAg4lq5EmNoMgQzqL7KQ989BPIsuACFZCHgqDIEQ68lDgZoo1FSHDC46QGW7WlCycx2uE1xFlG59a7aF12Cdt3bEOFqnIztoYkiej3U7K8IE0NUmtcWVQGCUGI8wJbWjqrHdK0oCgNY42EqclxtA55aP9R0iyjVksYDAZAJUK0VjhfZb0FYtjaIajVE/K8wHuP89UcLe8cWisQ1XZSSpz12NISJtW1bkxOWRaEgcaYEqkCEJK8tDhTEAYBwlscAqEUUkp86XHWVgQ/rDwRSlafHeWw1qKUqtolvMLhkB6s90RK4yWU3qKGc0Kk0MPWFVG1jVmPDKrj6/V6dHt9js0v4BwgoV6rMzkxyeLiIlmWEWgIkoQ08wjhicPwmeOWZxHOxmrWp4pXvvKVjwkuO+e499578d5zxRVXPOY9g8GAG2+8kR07dmCtpdls8o53vKNa9PT75HlOFEVANcrBe/+oERxlWaKGn7lHbrNt2zbe+9738iu/8itPugJ9x44d7Nq1a5RMOBtxhukd6e/Cu2Kkd56E3vnct/RjgstSOLatmUfi2Xli3WNOdxIaXrPjIfYcH0cJS9kV/LvfOILJC2raECpDYSueUbK6Zxr73ZbUQHmsEzhfLbyUcAjh2Tc/zof+tM5/e2n3SeudotxOHD000jtno94543hH4UfrrCfJO998THBZCsG2NbNIYOeJx/oYJGHIa3ZczJ7jx1ACym6Pf/cbv43JU2o6JFSaYriOUlJWM4ztd43iAqWwzj2qpV0Iwb75eT70p/+T//bSl/4AvGOIo3jEO2cj75xhGAWXnzyum5vjgligXHE6vmMU3N5eRnnDlROTj4nvdIXirx86wEXTkzhbkkjNG7dvI5SSrnd0pKXhLMKBoZqZHkM1YxxPgUB6V/GNk2TK4EPHxXqMGy68mF+/5VtPeuTJ9xvDMcKPHvLv3uTpQRgEBDqo3GB1iDWe0jjSvMRajw5CrHfDzGBBaQ3GOqTUeJvjXUGRDzBFTqQ0Y/UGa2em2LJpAwtLS+zZv4/7du3ivrt3cvudu/nmbffyjVvv4lu33Mn9Ox9kYXWVQkqKrIMwJZKARFWBzIf23MO3v/RZVk4cYtsFF7LpvIu5/NqXENQipltzRLU6cXMNcxvOozQebzQQ4WQ1f88biy/6PLDrDg4cfIjSa5pja/BO0OuuMH/qKO3lJQb9jIXFDu1eyaYtF7L1/ItpTq9lbHYNUT1m89YNNFoJ2y68kIsuvpxNm88jHWQICWnWo7SO0juWl47RDBNCmRDVm4RRCDpidt1mnvei1xLUWiwcX+DU/DzCd4goMVkbhMehMIUnVhrnCvIyRduMqaZgzfQY060JxiebxI06wgl82scKj/cai8YJgdm0jvCGn0Zc9xKsrtronJCUVLN03AXbiH76bZTr1mHO2cT0T76Oy8KIK9bMMv6Tr4d1GxAIiihCvfRFyDe/jnRyHJCYiTHk66/HP+8yhFTYQFaPX/5yirEGYaeN7/VRtQZx2ODUqTb9fh+pQChNXhiyIqMoC0AwPTVFHMcIHSCEYHHhFGleVq+N12kmMd55+r0eOtBYZ8mKEiEkYRhQb9VpjFUt+tZ6AhmhVYg17vS0IlsanHNIWbXteV9lwZ23w2w0CBzWliAESunTmXxnbeV8bAxeaoIwwFmDNQXeWaxzMGzlEkojpEbpoGobEwKlqo+4KR3eCbxU1Xw2UZmiOEqkEmgdAtXxOWsrowoPFeUbwijEOEe/n1bV6VCZeAjH7MwawrAOTjA7M8Hb3vYmrn/NK1g7M4dADmeGjTDCjxa///u/z6te9Sp++7d/uzKC+R586EMf4u1vfzuf+cxn+NSnPsWv//qvc80113D++efzrne9iz/7sz8DIE1T3v3ud/OCF7yAe+65B4ATJ05w1VVX8eu//utYa+n1evzMz/wML3rRi3jwwQf5iZ/4CYIgeNLHeuLEiVFw+SzGSO88W/XO9/KK592v2MeXP7HMv/6FZSL92Hns733DPB/7E8frrlnkDa9a5AP/SdFb2EJNb+cvf3/AO687DEASlPzBr+3m2396HxdvqoJJaydzvvOHt/Fv3/UgSjrqYcEf/ZPv8LX/+A0umF3hKzu3UHayJ6135qaLkd45i/XOiHeerbyTPuZcvvsVr+TLn/g4//oX3kf0OF4U733Dm/jYn/wZr7vmWt7wqpfxgf/0O/QW5qlpyV/+/v/gndddB0ASBPzBr/3ffPtPP8zFmzYCsHZygu/84Qf5t+96J0pK6mHIH/2TX+Rr//HfccHsDF/ZuZOy0/0BeGd6xDtnMe+M8OyE9/Z74jvw+3t38w8+9xl+e/f9DLx/THznv+/cxTu+9Hk+fegQn9q/n39787d48YZNbJ+e5he++AU+smcfAsGqFPz8t2/h2r/+a27rdQHJUSwv+Osbef89d2MRtJ3hhq9/k5f/7y9yfz7g+o0bhvOgnxxGs7efWZwRFcxy6AhbOVurR7jGJkNXW0+gJUpqsjyF4RykXr9PFGpKYwFPnhdIAgbdjE0bN6J0wJFjRxnkKcfmc4oixzlPWbphG46gLEuEUEgFd99zL84JBIpGHBEGknqiSYs2pw7dzKsvfDXrNrR44UUvYmW5S+BWufJ5l/PpzxxG9U/xiqsv5dB936DbHjA13qLIBdu3ncfG9Zu56757SPOclRMPYAqLViFCaxqz09Qnp4k3lEyPN3no4EO0jz7AUVvAlu3EE9OMTUxxon2KXpoxNTHJmjVrMaXhyKFDNGt16s0mE2oGGzRxboo8TSm7HdrLEmELrIH1W7ezZ/8eJptz2Nxjy5K0NMyfOkCYtEiiiNXleUIlmZuZYXJyHKkk3V6PE8vLeBy2KJBSMV6roaQeJqw82BiLQHuDqdUIX/0y+hdeRrhSUGqFLAXSVfOjvAwphSbZuAY3O4Meq2Ev2UF8zz7E3ATl9nNxX/0q2gd0m+M0rr6GcsNa3O6HcJ37ccbi1m9CnH8R5eEjEDnET7wad3wZf/MdiCRAAKVXxHFMpCWDHJRUSCGp1WrkRUGgNNZUBgo+N4RhRFKL6fd6IDxCwMTkFHFSZ3FlvhIYSpFlGVprwjCk2+0yPjFGkiQsakW308M5A8JjSoP34IwlUBrn3KMqIrVSVaVIWAkuIcAaM3Ra9hRFjhASJYfZcmtxWpJrWWXshcS6arZUtZ2spkyJqi1NCBC+cjWuqlUqcw2lqu2cd1jvCJRGKkWa5RTWUpYGHWh0WB1z9VlzZGVGEIY470jqNeqqzspqZdB15MgRhNBMT01w/fWv5JKLL2T3zgdIag2sOzWaKzzCjxy33347v/M7v8PS0hJf/vKX6Xa7xHH8qG1WV1dxznHnnXdSliXWWk6ePMk999zzKMO5b33rW3zsYx8jyzK++tWvctlll2Gt5cCBA/zhH/4hb3vb2zh48CCf/OQnWb9+PZOTkz/wXOGRuePZi5HeefbqHf+ICj+Ayzee5Nf+WUHyvPN5aWcnjbgk7z1aVjeTgmDTLJfuOEg8HcNlF7Juc5vLdhRw0RbiZAmAF2w9zhvfqpFb1vKST3e4//AUEsum7XVuuLTGX3yxzabZNm/8pWlO7LUsDxLGGvYH0jtB0CYrypHeOQv1zoh3nku8s4Ff+2f/hOR51/DSjqERx+S93qO2aSY1gk1ruXTHhcTTLbjsEtZt3sJlO7bDRecTJ1W31gu2nsMb3/p25JaNvOTTn+X+w0eQCDZtv5gbLr2Kv/jil9g0O8kbf+l9nNh7mOVBylij/gPyjiIrshHvnIW8M8KzFwL5qPjObUvL/Kd772Qly/jqwYMsP/8aEl1/VHxnOStw3nPXqVN4Y3Des9TPuPfUAqVz9LIc5wO+dGqBj+/dS24tX5mf56ptY5Sp4WC3wx89+AA/te0CDrcX+fTBh1hTrzMehXRs/oRmgo+HUXj5mcXfGWAWQsTAN4BouP0nvff/RggxCXwc2AIcBH7Ke78yfM+/BG4ALPDL3vvPP5mDUUphjCXLCqRQDPop4IlaCUpAEofkmaK0FhFoirxgYWV1mE1UaK1ZWunQqtdJ6jWSesL07AwbNtZod9rEcUK/n3LkyAmyrEDrEG8szgmsH4ohIRA4pPREoaLZqkMvpdEcI+87itVVZtdoZmY157ziSgaFIbA9lOnw0J77iGoB7eWC/uoy2y88hw1b1hPXFM52qWnF+PppTswvUTpHXFMI1ycqBOump9myZYaZmQBjqllQa1pdirzLiXtu58SJeS7cvp3pVkI+6GFaCVPTM3hgrJ2SjG+l6wI6nRWCpIGJalghKZTg2K77mZregMsLRNzGhXX02CTGQdzcTBCFeJvRaEqSQBCGmoVTK8wvtukN+iAhiSNskZMkNZZXVsnzvJoibnISa0gDj9QCe9UVmAvPIzIW7wzKCRwa5S1OO5yW0OkiSoGdWYseb9EPG4QzU+jZGYJ2TtnuIIWgNjGFnpykVDHJ1HqEu58g61Hccz/R636c/PxziKcaqNo09uZvkqQl3VpEKEJCI2gvLtLr9ajX6gghquy2kNSSGlIItFSsrK6CgMmpceqNOouLS1hTEkchZVly4uRJjp+YpzSOQImhU7Agz3OcNciuxHtHlqU478BXP8dai7XV92EcYo1BSEkYBBhriMKout6dJi8KnLN4X2XfK6sHCcPFQKiDStwoiRAKHYSVWYmq5uaVpcE7jxi2g3lg6IGC95VjstIa53y1fVHNtY7DAB1E1TwzpfDGVZ8J7zHG4zwYayiNwThHYS31RoMgiqqZZNZhncO7EoGnvbrK7t0PsDA/z44LL+WCC7Zz4PDh6u/wA+Lp5J0Rnt0oy5IPfOADHD58+Elt/+lPf/r045tvvpmbbrqJJEnYvn07AJ///OdPV0Dff//9GGNYs2YNb3zjG/nIRz7CBz/4QfI8pyxL3vve9zI9PT0yrnuOYKR3Rnrn++kd/4h7WaAs/+hti6y9egqMZeBMddP9HthuH1GO8doXLdMc6p0XXHqcl1yVYZea7DmYAPDqK05Rn91AqmKuuKCDlo6Tqwmf/l+Sd/3zhBtef4R4OiFpTPLhP8pY6sW0GgMY6Z1ntd55urXOiHeejbzzXV4JlOIfve1trL36iifBO4LXvui6R/DOpbzkqiuxS332HDw05J0rqM/ODnnnYrS8kZOrq3z6f93Iu/75/80Nr38d8fQYSWOWD//Rv2Op16PVaIx4Z8Q7ozXWcxzSl6fjOwbH7z24m6PDRFZlCCofE99RwyEkn9275/R+bj5xjFuOHibWmm2TE0ghuOngIfJh4uyBpVWssWyMA1537rn85QMP8MHdO8FZSuf4uQuvYKMKuccV/EAR5hGeUTyZCuYceIX3vieECIBvCSH+FngT8GXv/e8IIf4F8C+AXxNCXAT8Q2AHsA74khDiAu+9faIfANX8TGOq9sIgqC6gNM2o12okOiDWiiQKEa0mvayg08/od7oUeUlhMlQQUq83URI2bdnCm978kxw+ehjjLbUkZnl5GaEUX/zCVxHDzGkch3hvaDbGWF1ZodFoMTk1TqezinUFcSPEYWjFIQsL83ztm7fw9rf8JNvOPY9mVGdqbpa7du3EWU9SrzOzeT2tQw+xND+gLEqCxjg/9a4bUKbPtVddSS0M+fAf/TGpL+j0U+JYI23OTDLDVZdcyvmX7EDUE5aWTlH0ekjvOHZykY3nbuN5176MIktpJRIZiiq2WxaEUcjU5AxLOsYPHBNTs5SloeMkjQmBU5LW+BEWjz9EPVZMjq8lqV/MoYM7mT+2h3Wzm6nVpyjSVY4cfgBnMrRaRqiEJB4njDRKFDRqdQbGY4yjmSTUanWgyhBZaVFK0l+7juZLXs7g0CmSOUMeWgJh8NrihALpkcJjizbepJg1a/CtFkJK3Npp7JoZVHuRIBuA9wTrZyhrClmmqE1rMEGAMhnFvr2E3R7ypS9CxHX8waNw5AGsNARoBAGZMxTC0Utz8JJms4Fznl6vR14UCCGI4xjjLeAItKIoSrK8RCLQQtLr9cnLkqIwJElCmheVqUPhiJsNpJSUpSHPcprNMZzrgBdoDXgJGPAOZy21Wg0pBWFYCQshqqoOB0ipgOpvW1qHUgJjLGGgEXjKogRZCaxCCkxp8YihgYGrqjGdI9ABeig0S2PRshJLuGEbmRA4U7WLGWNJs4JAVbcD5wWFsQQ6wLnKbdwLj3cCU3hK5yiNx/mUbqdfCTkhUIHE46k3YibGx9mzZy9hGNLrFbRXO3jnUPIp3RCeFt4Z4dmP22+/nc985jOPeb5afFSn/+FFwffiS1/6EgBr1qzhZS972en3PYzPfe5zDAYDWq0WL3rRi/joRz/KH/7hH5IkCY1Gg6uvvnrk3v3cwkjvjPTOE+od3MOBHM/zLujypp+epBjqHRNWp1xJh5LVdt5DnvYeo3de9sIOas0si8f7fHv/ZsATrZ86rXd+7CVtkv+ylm4W8vWb4e3tAe94n8SrhO7eU3zn9jrVNFKAgMyVI73z7NU7T5vWGfHOs5V3vhs8fN4F23jTT7/ze3hHoGRVYVvxjidPV/Fm8D2884Ih7xzn2/v3AxCtn30E77yQ5L+EdLOMr998E29v/xzveN/P4VVEd+9+vnP7rcORFGLIO6N11oh3Rmus5yq8EMP4juBr7S6fO3LoEa8KhDAYOaC0ApxFOI9Wj93P1w5WXDNXq/GytWvBe7z4blLsi4f207nqeUwowTUzs/zVgw/yP3fuJtGaehBw9ewYTlq0PyOGLozwJPF3ni1fDYp8uPcmGH554PXAdcPn/wz4GvBrw+c/5r3PgQNCiH3A84Fvf5+fQZalSCmHc5EcSmmSpLpZRjokDiJCIVBJglIBaWqIgph0UA34L0qHyi2tZo1LLrmU8fFxdu66n1e+4pXgS26743Z2795DrZ4gqFrFwkAx6BucLajXYiYnxjln61bCWHLHXbcTNRIEgv5qRlr0KYG/+cLnEa7PlTsuozc4wuLxI1x24QUcf2g3526Zg0GX8UZA1k0ZiyVr600SPc765iSnlk6yefNGRKCZLh3Li8tMTU4yvXaGrMxo1BNas1Ns3bSBtN0jHaSs3ZASJmMgBCvLS5yzaT2hsARD11itFUuDLiuLK6jaJM46lAoIoxpJUqM51iIkZunEHlbn7+eBPX2mW5O0Aklry3YOPvgAM7MlrbEWOmpB0qQoCsaaLSYnJqlHIccPHSDrpYzVW6SuwDgLUiC8w1uJVQoXxiQvuw4faIpv3kzjJ34MaSRCxvirL6PctBFpPaK9irh/F3S7uPUTCFW1Wsm1a6A1jt27h7DwFHGE2ryRYqmD7bQJN0zRa9UZX8xpzi9T7NyNevV1iNRQfv5jBIM2yAhpS4Rw4EAP/3Pe0x8MaHe7QDWXp9lssrq6Sm4tcRSQhBHGC4rCIJxj7cwUUaBROqTTzSiKquIDHEop+v0BcRxj05IkruEtKBXQ7/WrDPbQJdjaEmE9SglmZmYQQjBIU8qyIAgCvAPhON3aZYzBOwu++jlaBwwGA5wVRFFEp9utDCiExBqDdWWVlUdQWgMFQwMJkDJAC4nzFmurKgcHBDpEiGoOWFZW57K0rpqjZN3QyVViraEsTGVa4SqhlWUFSkqCICQINFKBxxNGmnZ3Fe88cVJj5+7drCwvUxTZ4wb2zgTeGeHZj3a7zc/+7M+Spik7duxg586dAOR5zi/90i/xhS98AYAkSfjVX/1VxsbGTo/CeCSUqlTRwsICn/jEJ04/f/LkST71qU/xsz/7s7z5zW/mgx/8IHfffTfdbpfXv/71vOQlL3kafsunhrm5OQDm5x9rADTC42Okd0Z65/vqHV8FelpJyYfff4gonubOT+zn2ndehiwlkXZ84Jf2cd3LMqTx5Et9fuePp2gvlo+rd/K7H8Dbjcw0Ut788mWKJYfttJk+v8aPXfIAn7ztUj575znc880H2fHW8wlSw6f/9Di3HDy/upgEQ73jzxi9g5lFypjZWTfSO2cI54x457nCOwkffv+/IYoT7vzEp7j2nT895B3NB37pl7nuZS8d8s4pfueP/5j24iJu/fTj8M5deGuZaTR488tfcXqdNX3+Rn7skh188rY7+Oydd3LPN7/Fjre+Zcg7v8MtBx/6Ht4RZxDveKQUzM6O1llnEu+M8CyG11ilWDWOX/7618mMYdvUFA8uVWO9Sqf55e/czpcPHAAg0ZpffsELaUURnTx/zO60EGgrOepKPvXQ3tPPLwwG/K/DB3n31nN46/ot/OHkLu5bWqRbFPz45s28dG4GZISyg8ft1ngmUVkxj/B4eFKMJIRQQoi7gQXgi977W4E57/0JgOG/s8PN1wNHHvH2o8Pnvg98RaJSEgQB1trqBuA9UkqM9ThbPVZSkqUpg8GANM0qwvYeKSRRGNOot2g2m4RhyLGjx5mbXcPY+BidTpeDhw6BkJTWMjk9yaWXXUwUa7Ksj9bqdCXaxRdfTKvVxHvodvvkeYpynpryHD/2EH/y0T/jg//zD/nmHd+mNT1LVG9RlCWtKGHjzCxbt24mbIasri5zcv8hVo8fp72yyqmFFS48/xLWjK3hmiueT6AUuSnwSrFl82bIMzrHT/DQ3feyeuwkkdMEVhD5lBoZs40Al3ZQ3pJEMdY5uv0B/f4A5xzFcK4oeOqNOs1Wk+b4GJNza1h7/mXMbbuGMGhw8tiD9JePYfopQRKw0j7K4vIJao064xMzNJvj1BsJZdlFaUOjUcdbS6fTqW7ow3OGd1jvsVJQ7jgfecmFZN++FXXqGCYIEAY8Aj21jmDr+QTnXYTcug1sACsptfFpCANcd5VgZhYV1vDzlbNyvzWGWLsRjh2nPHQQ2ZiA8QnwBi+7FDtvJeim2OPHMXsfRBuJLBVCWlAGhydNU5y1SCUJwhBP1Yo0SFOKogAhKEuHc55aElfCwDkatZitG9eyfu0MURzhhSAvcqSUaF0Jc++r98ZhzI6LLmJycgKBpyhznLcURYaxBWBJajGTUxOk+YDl1WWMLSuBJgXeW/DVLC9nDRKPdxYpBd47rDEEQTB0eDZYV2XSszzHmMqYQimFpKq8NM5ibDX3yDhLXpbkZYGxtjpX1tNJB+SlIStN9W9hyIyh2+8zyDPSIiPLcxwgRLVIkEKghBwKKoHSChUopFboQJEXKUWZIlTVBqkDRWFKUBDETy3r+KPnnRGezSjLkn/1r/4V+/bt47LLLuO1r33t6dcGgwGf+cxnOHr0KEePHuXw4cMMBoPTgeTvxTve8Q6azSZ33303S0PxBNVnqjtcME1OTvK+970PpRSNRoNf/uVf/oGM/Z5utNvtxw2mj/D9MdI7I73zRHrHW4uWlt/46fs578XT3PbZI3zxjnFMECAN1ELD61+wwtaLp9l6+Vo2XzpNLXC45fxx9c5ffnkzvTxkx6ZlprZOntY7YWuMiZlqdMZKGvM/PtZAtnPaB5f5r59eh3GP4DFlzyi9U6vnTE3Lkd45ozhnxDvPft6R/MZPv5XzXnwNt332s3zxjm8/gndCXv+Cl7D14svZevnVbL70SmpBjFt+/HXWX3756/TynB2bNjG19YJH8M4UEzNzQ94Z8D8+9j+R7T7tg4f4r5/+FOZ0JbU/A3knZmp6tM4683hnhGcrrJRk3vH+e+5gf6fNxVPTXL9x0/BVT68s+Zu9+zja63O01+dwr0eaGdQTjLH4Py++hFoQ8p12m6VHGLFb71kuSvCGiYblhksvQAlBPQh43yUXEzuNLBUIe8ZNyBgFl58YT4qRhi0QlwshxoFPCyEu/j6bP97pf8w5EEK8B3gPDKvHRGUQYIwhyzLq9ao1qCxLllc6NOtzWOcRUlBaS2EM/TzDAcZaQiUQoroxzc7OsrS4yDmbtzAzNcPd9x9BqoDJ6RlW230QIQLHaqfN2PgYxnp63ZTFpWXSPEVIR6s+xsKpJbKs4LwtW1ld7ZBmK2xdP4UrC2zaYZBn3LXrAPuOtxnoGp+/6VZWVgdE9TqtmbWUOuZT//vzbFozzuZNG3CuJIoUvayaf+V0jVpriu4g5yvfvIVztp5D4RyNep1WrQHH5vGqmus0NdFiaqxJr90hEDDWaGClJC0LLI7p2VkykVDYnKIw1JKYQCts5iAAncTMrttOUzQ4KSyd5UUmJlqMq5T+ahtjcur1kImxhJODNtqHeC/odLroOCRuJOSDtHKWdmWV3XUeaQ1lvUb9RS+miGvoDWsI107hmi30uhnsmIQv/G/48lfxQuAkRLaH7a4QSIUrO6RHj1LfvgOyknxpiYASZifxk+NEEcST05TJONHMNH7fPnCacGkV1WtjTp5EDTK8dHhvcTLCC4V1JUhHkISoQBNEIeNxRBRFLC0ts3BqEaTE+qpVKgoDXLdHECjWzE0yNVFnkA5YXDxFlmenk2YPz7lyrhIRaTrgO9+5hUazicdWjsHOkdRCtNYktSoDnecDet0B4cMzwaytBEnuADGc7+VOZ6GVEpXpShBQDtukhJDoIMA7i3eOsszx3p02tKiOz+KsxVhH4B1aq6pVzDF0r66ckp0rkWKYjZcSqRXGWXzpaTQqt+a8KKkMuhVBoImiCIulKHOMK/DWEaoQIcFLhxCS0pastldJ0wwVCKROhq1pPzh+1LwzwrMbd911F3/+53+OtZZ9+/axf9jyWRQFR44c4aabbjo97kIpRZIkvP/973/cfY2PjyOE4Itf/OLp+csP4+GWYoDrr7+eMAyZnp7m2muv/RH9Zj8cfO/vMcKTw0jvjPTOE+kdnOPSDad45zs1LonZdrFi27YE12xR2zhg3cyAF//SDlSghkZQTQYDz2917qfxOHpncSHHI3j5lUtEs2tR9bnTeqc2qYaXkuCr96zHdhZZOtjljgMXPvLCAqGwNj/D9M7ySO/8APhRcA6MeOe5xTsbeOc734VL6my7eDvbtp075J051s1M8eJf+nlUEJw2oBsMBvxWZ/kJeGceD7z8yucRzU6h6uoRvDN5+vr56j33YzsrLB08wB3DKsXhhTWsvh2ts0a88zgbjtZZzwko77hzZZm/2rsP5z0PtVc52KmKVgrnOJIv8/X/4w1YNwwpB5okdPzWLY+/v5ZSCGH46pEDp+cvPwynJV4ocJrr12/kX6hbmYwTnj+3Ds8wviPO3IKeER6LHyjl5b1fFUJ8DbgemBdCrPXenxBCrKXKgEGV1dr4iLdtAI4/zr4+DHwYIIoC79xwkL2vhFBRFFhrK9fdbhc9L9m0fg4lwCERSlbuxNYQRyH1ZsLk1BgzszMMBhn9Qcryyir33rsTJQPGWhOMTUwigogrzzmXA/v3IbGs27AG6ySL8yt4J5BCooTk5NHDlEawcdNmwnoT8pRWvcWWrRuIvSCWmo0TY8x3Sy67/AoGWYai5KorL2PNmjmWeyuVa2wnY2ZqnJnpSQJRstpvM7dhEqIJWmu3MDk+gU0XCHTCYpaRlZau85xYWSKOJN1ujzITXLLtXFqhQmFxpkRKSRInCCmIB5qOrCoDEh0RRQHeVi019aiGnl3H/PxhlpfnaadtrIqojc/SyQxh2CSabpH2ewx6baTJibylv9Jham6Odm+VKFQkrUblkGsz6rUGSkV4HNKWlGEA7Qy1/xjFeB0ZxWipEc2EMooI5/t4sir7pAWBUJQrbfDgVgaUhw/hLzgX0c8pV7sI50g2rMEriRhY8IKCgmD9OkwQE+QRRiaEgUW5HAt454EC45oEQiKtI0IjvCOJI6QQpFlKGAYY68jynCAIEVSiB+FBSJIoZHqyyVirjhBVN8bpKg8hiJMapakqGLz3tMabNBoxF2zfxm233UajnhAnNbxzFEVJnma0Vzs4X7UjGuso0wyPR2uJlMNWRSnw1SHgnEMgiQKNEBAEAVnx3eH2zjk8Huc9cRTh8djSopWiNAZE5XpclAapZFVBYKv5YdZ7jLUgRDVO0hlCHdBo1REKakkNrRRjY+N0uh0WFheRHuphjcmJMay3LLWX8c4gpMA5i3MOhyUIQsBjvSWIAqoOLFEd098DPyreEUKMko/PYqyurrJjxw7uuOMO0jQ9HQg2xrC4uMgrX/nKR23vnONtb3sbH/jABx53f2masnv3bgC0riq9iqLgT/7kT3jf+95HkiQ/2l9ohDMKI70z0jvfq3dwhlqSs3NvncvUPGoqIohDkJqgFdGaKDi0q/Gocy+F469u2sR7r3+s3inaPZKg5JKLBV5JbA+cC3C+4O2vOcKHPz5BWgZVJV5gUO6xbacIMdI7zxG988PknOH+RrzznOAdSy1J2Ln3IJepOmpqjCCuDXmnTmuixaFdux917qUQ/NVNN/He61/zBLyjueTii4a8U+IcOJ/z9te8ig9//OOk5bACOLAoV/DoWGIVYJbWjHhnxDvfl3dG66xnL4T3rDrLxbNz3HHiOJmx2OG4HuMdS2nOq6ebeDwIi9UCQcBbLryED95522P35yDLc/atLAOghEAJQeEcf75zF79wzjZarkEpqmu6YtfvxnesF+DPsBLmEZ4Qf2eAWQgxA5RDAkqAVwH/AfgM8E7gd4b/3jh8y2eAvxBC/GeqQfDnA9/5fj/DezClxZiKkBkO50+ShDAMyfOMdq/HcrtOvZ4gdMC69etJml2iMCaMIgpTICSYMmPPngc5dEjx9a9/g698/SZefO21LK6s0Ov2aY2PsbK6TGusiRYOLQVlKegsd+n1BrSak2y/4Dy2nzPLPfftZeM557Fl81Zu/NyNbFqzhTf95D+kLHNUbsDkEA3YML6BzuoKM5PjXHn5ZYRhSJoVtLs98J6Jmubowf1IB+tnN/Ar73sR3cKx98gJNqzbQEBBoznOwcNHyYqCNXNzmCJl3ZpZ9u57iNVOzkwzwacdtBbESUy70yYMQ6TwOGtBCaT3SAReOPp5iRLQCGOkhDhq0mxNkgg4srpAXgyYnp5kdaXD+PgYTgSUznBq5QSxVDQbYywsHcF7R9mDeLxVZXaxKKnRUR3vLd4U1JZWMX/xMYpQoxDY6Snin/858l0PEB9fqLoavKDq+/FgJWJlFWUymF8iOXICkeeIpVV0t40LI6J1WyjmFxj8z49Ry3Lid70FtXYtVgkEPaTTCAciLyrNQogUBiVAiOpaavdzLBZrDKUr8N4xNjbG0uJKZa7gSmpxQq0WEcYRzkqmJydpJIput02aCsIwppbUyPOCOEqwtmqd0lqfzpi/4pUvIc0yWq0WRVHS6XTIBtVCUKkAawTOiUrkOIW11dD8WlInT0tsURKGAc47pJbgwLqqBU8KgTEGQSV4JFQtZEqTFQVuKPp0oLDWnW4/fLjtUYlKFnoBju+OL/Leo5QkrlWZ/jDUhNEYV1xxBbffdhuLy6eIo5i4kVAMckpjKI0lqgWEUYgrPIWx+Cq8j1ASdCXeKlMOS1mWeOOf0gzmp4N3Rnj2QinFa17zGl7wghewvFyJla985Sv84i/+Io1G4zHBZaiuy1arBUCj0WDTpk3s2rWLJEm46KKLWF1d5Rvf+Aa1Wo3f//3f59xzz+VVr3oVKysrlGU5CjCfBRjpnZHeeSK945zF55ZvPbiZ1/9CzmQtByG4dvtxPvSRPot3H+Lmu65+zPl2XtJZLtAmo3eky6G7LWtfkpPN99l7uM5YUvLy51t6R1f5+RskR1bG+NuPH2J2y1hlZFU+vCMQRfnYGYQjvfOs1jtPl9YZ8c6zmXcyvvXgg7z+F36eyVptyDvb+dBH/pzFu+/j5rvue8z5dt7TWT415J0THLr7Xta+5EVk86fYe/gwY0mdlz//WnpHj/HzN/w8R1aW+NuPf4TZLZurat1ySDwORFE8tlZ1xDsj3hmtsZ7TEFLwY9NzXPviOU7aHOUE31hc4J/d9HUageIVs3MIax4V3xFW0RJVaLEeBGxojfHg0iKx1lw4OcaKMXz72HESrfnP172CbXGdH//cX9POcow3VXzHV8kSQRUyOh3fQZxxIzJGeGI8mQrmtcCfCSEU1czmv/Lef1YI8W3gr4QQNwCHgbcAeO93CiH+CtgFGOAf/V0uo0JUbq7WVcQtpeZhrtRK05qaJFCCfq9Lo1GjVquTlhZQrLZ79Hrz1XwvpZibWYN0Bd3eEs1mi533P8ieB/fihcdJTxRX5hVREFDmKVJ6nHAEhDQadZrNOuC5+srnEYQNjp9a5uiR44QyZtO6LVy47VKEVhTdLssnTzCOwSmJaSqwlpMH99JoNEgHGd6BCjQ9E+C9qr5sTHe5T24yZiNHmC2T1MYouis0Q08rDmloi7FQdjrM1OuMJwnSWTopWCSlh7tuu5W56UnO27oZX5Z4kVdtbU4iQ02godfr4LICKzxRGFGbXc9SWRJGDWphQJFnOFvQ7iyBhKDWYLpxPlPjDU4ePcTq4gpKCCbrTfJ+j5WlVeLQ06g3kZFEGEdUBsSFwrsuGIhsQJYkyHyA6mbITFA5/cphJqrKGqedDvV0gD1xjHihB32HW5yn3h8wmBynvn4d+b4HSRZPEhhBcWgB8bxt9CZqjKUppYIQiSFE+hDpc8DipMdLgfEeKyCKY6wtCcOIaFiVaKxBSlm5/TpHEIaVQ7ApkMIzN7eGZq1Ot79Mr98HRJXdzvJqO29xpUGqiCDQHD8xz5Ejx1he6dLr9RFUbVaB1njP6S8hNDqI8EPDiDy3CCkJgupjGIYhxhm01jjjyYsCCRTGonUIUqKFwDpDmqbkpUGIkLFm5RDd6/aQCIqyQEl12n3Ze4/zw7YzIZCqqsIIwwCpNNZZ2p0uYRRw8803U5YlQijyoosXVTVnaQ0rnTYt2SAvC5wHgajawqh+jnNVG5oQ8rT5hvcCY9zjfOqfed4Z4dmJer3Ou971LgDGxsYYGxsDqgqYsix561vfyuQj2jwfiYdnMP/CL/wCl1xyCTfccAOTk5O89KUv5ZZbbqEsS2ZmZnjDG96AMYaLLrqIu+6667TR38N4ZLvkCM8pjPTOSO88rt7JMs1n7rsKgHYW0c4iAF5qMoKyx423X8BqGj/uOR90+pDG/PfPbeCer9d53jsFS8d63HpwG1efe4pg4ywH7j/B3953GVpYdt99kiteo/gHV+zhr27eAVQVpakLedQKSwAjvfNs1ztPi9YZ8c6zlXdyPnNfZV7czlLaWQrAS40lKHNuvP1OVtP0cc/5oNOBdMB//9yN3PP1b/C8d76bpWNHuPXgfq4+91yCjRs4cP89/O19d6OFYPfdD3DFa17MP7jiEv7q5ip2WPHO9wQvRXWljnhnxDs/6A8d4dmBRAe8efvlxIUi0jljsSKyAd/MKwPSN227lElZA1ddPo+M7zzMFu+7/CounJzjvV/8ayajiJdPr+GbK4sUzjETx/zk2jlkARdMTHH/4gKfOPQQP7flPEo1TOhIhfAh0jvAYuWoGP7ZhL9zley9vxe44nGeXwIeWyZWvfbbwG8/2YPw3iOVRAUa74ZZP13NdImikMnxJvU4pt/rURQFJ04tcWJxhSCqUZaeuFajFUUEQtCs1RlvNYgTz/jkJMeOn2RxeZkoCtE6RAiBtSWdXo+yLKo2J+WYmJ5kZnaGQEfgDVnaZ6zZJDOec84/lxPHD3LJhds5dWqB9Vs346mxeqDLwsmTFL66kZSmyrgmSQTeolXVftOIE7z1gCQ1BZ3hkH7wWJdSZh7rDU44hIBBt41wgqzbRymN0hJrSjye0hr6gz6Hjx7mxNED9NoriIlt5HaADKAUAThHkRUMVhcpSoszhrBWQ0gobYbUku5SmxBPKwgpTUFRFEzUJhBBjbhRI6z1qCUloQJjekgpqDXqxKq6n4jhuCcrwMoShCFwGuksurtK5y8/SdDu4oRBeg9eIrxAWQ/eEB85jPvkXyMPn0L1u6x84+skx06QZAaZp/ivfZX4wBHCPAcvCW67G9fvUMsd0iqiXgE334U6uYSwFkQJWECCV5TeIbWmXguIorCa11Vv0Ol0qqy6r/7mCFe59SpFkaW0mhHgybKSkwunsNYO27TEaQdi76uMsg4E4+Nj7N79IEXpSAcF1kriOMQ7i1CCUIXD2XcSoUJAIaVHCI0pPVL5StBohbWGYfcJSmu8tZTGDB2XqdqtlKTKuEvCIMQay2CQEoYhQj7cPiIwzhIoSVFUwkcHwXAmmUEIeTrQVpQlQgg8FptW59ZTtZAZa2Fo/OKdq7L4PU9hDLL6TVBaV0IJifeiMtFw1X6cs3gnT8/B/UHwdPDOCM9OGGM4dOgQF1544aOef+Mb38iDDz7Iy172sies5vi5n/s5VldXue6667jssstIkuS0wV+v1+Od73wnr371q6nX6wgh+NVf/VW+/OUvs2XLFqCqfH73u9/Nq1/9aqIoetQx+TPM3XiEHxwjvTPSO0+kd5T0rB1rs+dY61Hn82/uP4//7/07uWXPWpx/fN75yBc3M/f+I3zjlgnu2T/Hia98iT/73FZ6eUBdDvjIhyVf+NZ6BrnGE/Bf/niGVxwomF+ZAKDXl/zJhzVfuGUbufnurE0l/UjvPMv1ztOldUa882zlHcnasXH2HDv2qPP5N/ffx//3/t/glj17cU+gPT7yxS8y9/7/l2/c8h3u2f/QkHf+ll6eUZeCj3z4Q3zhWzczyHM88F/++E94xYG9zK9Uc1Z7/QF/8uE/5Qu33Er+iBEMSirwmtKnI94Z8c4Iz0FY7zjaaXPllHpUfOf1mzfyQO9SXjw1i5AOXP6Y+M57LtxO2+S8bHotO2bnSLTm7dsvZgzNIE35mQu28Yr1G5n0IALFr158BV9aOMaWpIm0iikBP7vjMl655VwaQlC1cVmsG62xnk04I8qwhKgyl81Wi3a7PbzZOBSOsiwYdDsEeEKtyYqSdrtDWZjq5hvExI1xXN4nkNUcpUE6YFD2WT3SozXeojlZr8wIrMc7weLCCs4WRKHi8ssvpTPoMmgPaDbrhDpm46YNzM7OoIMWyfiAdes2cPGFO1izZh2gsU6y3O6hozqnltqkXtBPc3SYkJUW4zymKFBSIF3BebMNzj93K4iSQ0ePcefOB2hMztGaWEs2yDj00B7qjQaT09M4V817Et6RDgZI4ZE41kyNc/7WjRw9dpjF5UUGgz5Zv8fGDZuw3R5F1EFHjqAxBRLyImN5/jiB80gsftky6HVYWT7F3PQURS+mVqvhipx0qY1yBm0y8qLk0NIRlHKMT0wz6LZRYUSv36csLaoWkGY5p44fx55zDm7dLG7xJIEL8T4ALQjzjGDPPkBQKodjeEMU4KVHCtD9Htx5P05IljZPEmycZfHwfqaVR612kV/9Nso5Si3xOPThh9CHDwIGQUTYy/Ff/BLCO6SwGGmQQlM0xwmTOtnqEYp+nzgatv8VBRMTE3S7PYwp8d4hpUJICLVGIpDCsnZuijzLWB30afcGICRBIBn002r2lfBoIdBBxOzsNOkgozQl27fv4J57duIKwyDNSGKNc5bSF5UDsRYYU6J05QxsTSU4lFbg3fCxRvlq5pdWCjwI4ZBK4YctWcZawkATRhHGWorCk5sSNyxqMt5+97G1VWOXkFhbZbkfnmwkZNXS4m01Zwxfzfl6+Hl8JbJF6SsxJqobjqVyUy7zAolHyipDXzqDUmro2OwRgurvTNWmNsIIPyzkec7nPvc5rr/++kc9Pzs7y3/+z//5+7533bp1/O7v/i5ZlvG+972PTqfDsWPHMMbwpje9iTe96U2P2v4tb3kLb3nLW05/Pzk5ye/93u89Zr9/8Ad/QFEUw8qwp5ZUGeHswEjvPDv1jj7nHF76/BW+vmsDj6wiXuzX+Y1PPP/7nvMTKzV+5YPbCFXJb771K9TOHaMeL6CE5a/vO5+//p4O90/cvIZP3Pzd75e7If/4P6x7zH7fds1OVGML2cEeeT8jjsKR3hnpncfFiHeezbzzfL6+a+ejzudiv8dvfOLj3/ecn1hZ4Vc++EFCpfjNt76F2rkbqcchSgj++r77+Ov7Hk08n7j5m3zi5m+e/n652+Uf/4ffecx+33bNC1GNFtnB4+SjddaId0Z4zqGwlq8dPcBPzE4R+u/Gd9ZT8oHLrwIEJeXjxnc2EvB7L3gJqXX8/M1fplvkHOp36AnLGzdt4R+u24pwjlIbPI6f2riO/3PjRsAgfMBaofi9K6+qxtkwOB3f+dOd91CM1lbPGpwRAWa8RwBaKYSoZgvFQTgcAA4zU5OEgabT7tJur1IUBc57rPeMjY0R15ucWlnCaRjkKTL3OOUprKXbT4kizfLyCuvWzNHvpTjvSJKEtWvXcv7557Nrzy5WT62yYcN6tArZ/9A+phoBUrdotSao1cY555xtCBkyPbuGMjd861u3sH5umiuvuop6K+boiQWmZtdx+133o8M6zkG322OyVePqizYwaK8inWHHedt5wTUvIfUBBSGHjx2n3W9z0Y7LGB+fxhrP5NQEEkuzGfOlL32R7mqHziDjof37wWU4U2DKAqVDsixj/vguTGOZzEo2XXQNXmuSuM7M2g3kgwGu7DNYWcQWKYkO8CjWnbONoF6n323jQsnCkf0MuqdQUpL127SaNWr1JlrW6PdynBd4B72shH7J177wJZ7//KuZeNWLWeovMX5kgcgIrDB4KUA4pBcETlctPgikGPZVeV95RNgCKwS9QJNMz7HYTVlbegJfVSEILwhKiUfglUMOW4PwrhJzqsrwCgdeBpRBk+CKS2k3I+657XZsOiAImszMTHNqcYkNGzZw8uQCgQ4JggCtNQJPPYlReFr1hJmZCcbqNY4Nllla7Z7OmDnv8FiiKERqQavVYNBPqdfqRFHC7l27yPIUj0cIT2kMcaSGM7gUUkm8AGtLrPN4LF4oPKIaZe8dSiniKCLNstNOxzKMsL6gGM7NE3iEkNXMNmMQSlZzxKwZZshBanW6IkBJiZISYx0Oh5KVOEEMTSx8VSHhrB3OHpMIBA6P8LKqIvBVG5azlrIokbqqCsH7akEhNHiPc5ZAVwYUWmu8d5jCoYRihf4zwy0jPCfx0Y9+lK1bt/IzP/Mz1Gq1x93mkWMsvnekRRiGNBoNvPesX7/+KY+88N6zuLjIrbfeCsD4+Dhr165l165dT2l/I5wFGOmdZ63e+dl3K44fv49Pfet8siLgsYNJwTh5+lnr1Pe8pugGkxQzdfYtt7Hf23r+JCHwTDVyrn1Vk04z4s7v7GXQXcv0XHukd0Z65/Ex4p1nMe+8g+PHD/Kpb91CVpSPe3qNc4/gHfeY17pBQDGzhn3Lq495/clCAFONJte+6pVD3vkOg26H6bnROmvEOyM81/Dxg/uZHW9yw+ZzGRcSYS1eepAO6QSilEhRxWiQAo1+VHxHU2kVD4yHEYkVhPYHj+84EXCygNsXF4HKHFBLRW6furHlCD96nBEBZiEFgVYkSUzQC2g2GkRBQK/dZnJ8DK0U3jrqtYSoVme1n5HZAXFczWaytqQoM4SxdHoCH1sKl2INrKz0yNOiImi3yMTEBOedv41uu8uF27dzztat7Nm/h4nJcZJawuzsGqaamylNxsrSKabXb8Zay5ZzthDVI1a6i4w1mjQbEY2xOsaWrJxsE3pP++RRZhuaIICkXkOta1KvJcMbrMIZjwpDGrpGTStKBGqmSXjVJaxdt54oqqNkwOTUODiDVI7zNs6yMt5i0+wkJw7uocg8Sgd0u322XbCdw4eOsNIpMPEq02s2cvLIPhpTa4iCSrj02n1cZrEoorEpZrdO0hib4MSJeaQRrFmziTipo8I63YUjyHKAoo6Win63TV6UICWB1JS+xFnAevbseZAbP/u/+cmffBPj7/gZ5MGDuF4PR4k3AbiqVUJYwBmcd+A80tghkYAVAmdLpCt44CtfYcvEBEUzoZQG6QTWC5w3hIXAyOFSzlmccGhjUQiMUOAlttEkvuhC4udfyf4Dh7npa1+m1OCFxwxJ6OH5VdY5jKkeJ5GiFodIPOPNGrW4anHq9DK6aY7zjloco7Uiywa0Wk0mJydpdzqsrraZ2b4Wax3z5TJSCIQS1awv7yhLV7WEFQWBCBFSgfAoBVIppATvLWVRoJB4HQxdkFUlVsqymmkkZSWUvEcJT5HnVHwuKMoShMBiK8Ey7P1yphI1HocK9HeFDL5yT3ZVpaXAY61BColE4o2vdMxQrFbusCDcMAtvPV5QOUN7KMsc5z0OkF5VLTJ4DBYpNYgCOxrTNcIPGYuLi/zTf/pP+Y//8T+ebkP8Xlx77bVIKXHO8eIXv/gxr+/duxeAXbt28cEPfvApHUe73eZDH/oQhw8fBmBlZYWVlZWntK8Rzg6M9M6zW+/87n/v8S933oPrDXD+Yb0D3huE9XznyDqs9Qg83zm06fRwUIcH79g8u8wDX7mVSzZv5+dedwQv7DD4Ud2/paVadA23d86inEc4gRVVFVxrHH7hzctsfuW57D5wmFu+8SlUvAcvZkd6Z6R3Hhcj3nm2885/41/u3IXrdZ+Adw5WBnR4vnPoyCN4x4H3bJ6d5oGvfIVLNm/m5173Wrxwj8M7w3XWo3inGoWIh9b4OL/w5p9i8yuvG/LOV1GxHq2zRrwzwnMQy3nGb956Kx++7z60GCZphq+J4f+fv2EDUlSmoi9ct74aiSoEXkqcsxzpV0mPg50O/33/boTwSC+wAN6hnaj4Baq9S4F0DinBCYXwkmVr+ZOd93Gk1wXA+urzNMKZjTMiwOy9Z3JygkajTqfboSxy0m6XSCukqFq7vHUUeUFaGqR8OLPnyNIB0pbEkWRuaoIoCYmaIXUd0V0dkA5SioFBh5JOr0cQBTTHmrzoJddwwbnnYp1h3bq1ZK2cC7adz2CQE0YBPi/Zu28vywNLft9eXnndi3FKUeQZrahGI6nxzZtuZvs55xJHinotYXnhFNmgR61Wo5koanFCKAzZoEdpi+omYnKOLRxH6gDnHFEUcd7GDQwGA4p8gNYBqczo9boM+n3WjY+R99rs230Px48eYXpmhum5tZw8tcqgNwCpCRp1wrhGZ3WR8eY6lMlYXV5CRRrtKmfOKIyQQUh9rMoyaxwn9+/mFA6hAgKtaDbHGCyn1OMG/d4AZx1eeHxuCJUi0xJnbDW/rEz53I2fpX1slVf9xPXMbnseSRIiVInyCQBKWLRX2KC6GauHKWnYPzQcd8VGDJucpHAOZR1OFBQKAhOiRAm+GhvvAeUdQhh84XCpIUxihPdkSUAeRBw/cJi/+PDvc/zoAUpX4m3lruusJR0MsLbKWAdBgBCCOAqIw4BQCibGmggcpjQcOXaCflqglcDo6pqbWzNNvd6g3emytLiMlAG7d+0hjiOcqbLYMBxMLzRlWaCUpiztMH9eXbdCVL+3x+KsR0iB9JXYUEqCEFVFpfMUJse5irCF9zjnkaraG0IQaI0pDdZYlJIIwDpfzUgDtBYYayiHnxsdhOhgOJfOWrytsu2BUjiG2Xbr8c7jPUhVmXRUFS/VceIdxliUUEhVuSobB1I6vC+xtjLQkFLhXCU4Rxjhhw3vPUePHn3C1w8dOnT68V/+5V8+4XY33ngjN9544w/12J4qtNYYM/q8PJcx0jvPAb3zvK3UnkDv/Pgj9M4beKzeibga4V7AC51DD/WOGeodIUqEF7gn0Dv6EXrHB2t56Ield44ujvTOc1zvjHjnucA7L/l78I5BOPlD4J3oh8g7o3XWc513Rnh2wwMnBoMnfP3wgw+cfvzJBx98wu0+f3A/nz+4/4d5aCOc4TgjAsxCCIR3xFEAzpIXJVrKKnsoJWmWg/ekeU67P6AwhqQW0WzGNFo1dKwI57bQqMUI6XHSstpZxRS2uiFoQaNZY2bNJA5Dlnc4fvIQq6vzKKkYn5xmemyG48dOMD09g7OGPMsZZDnhIGdpMWVlZcBUqIemBYowqOOM4Bs3fQcV1sBZbFlgy0pkKB2glUZScuE5M8zOTFdzt44dY36lTXNiBkRliKGFRSlNksTDWVEeUxasLC8yNTGGVo7Z2WlWlpc4cOgwh44eY9Af0EwSsqLgeDdHJwatJFvHJnDeoHxJ3lsBoQiiAFFCLY5JV1dYPHqQJBTgMpSSlHlJ2s0p0lV8PsAjKYqiEg7CIr1Dac3Y2Bg4aLdX8aXFZil33PYN7t99K41ogiRK0DEEsjJCGBQp9ahO3KhV2Vzv0GGIRBJFMUIohA6REdS1xiqNcBIvPXEc09I1muNJ1WqkJKYo0TrAClcJPhGgpCAOQ9r5gAfvv58DDzzA8ZNHKDEEKiDUEQKJkop+r1tJD1e1NcVxzFiziVaSQCuUVoRRnfmFVU6trCCkQAiDlAFTk5PUm01OnVokTTOElAhRuW/XkhoDUgZpitaaojDoQCGVRghFGEVVRZKzVTuWlIAbGk0ItNII5wmDoBJK1lAWJd5VbVp4W40XkRJf2Qrj8SglsQ7w/nTLiLEWLXVlsuKqkgRjzHABUY39iuKQsjSn58S6YaWBGH4WrXXDnyPwXg5nlFXVAAiwpakeS4nWGqU82kNZGExhqcwvHFJVwumJKkxHGGGER+Oqq67illtueaYPY4QfIUZ6Z6R3zjS9c2xpK0IeR4hypHeeo3pnxDsj3jnzeGdxtM56jvPOCCOcaQhlVdA4wo8WZ0aAmSr7t7S4MBQ7mrwoqMU1jCvJClPNTCpLnBQkjTpjtZg4CUFkOOFZ6mR0+iHOGuJEY0pLZ7Vbtb14QxhpEB5bGlStRlKrs3HDZkxhWDM3RxSMoQKFVh5vB+At5517LvO9jJ0P7qKuDS950dVMr5vj2NIpFpaXmBwfw3nDus0XcvTQIVrNOvMLC3gUrYkJms0GifKsX9sgkBLFgLWzc2zYcj4uarBr32FU3KTb73L+1vPRQUCeF6wsLREEAZvOm+Khfbs5cfwwc5OTpFnOhdu3o7Xk2LFjnHveObT7ffKTJYudNihHURpQilprHDLPSrdPI66TDgZ0y2XwlnrkqcURWkxWx5o0yLrLnDzcwXtJN+3jrKWeJGTZgNwUJK0WynqyosB5CISkMBmlyVGZYr6cJ9QaY6sbapIkdLpdsIaJsTFK7/AClBdYY8mtQ0Z1ptfMsnHDGrZu2cTy/DL379zJ4UNH0EIyVq+zZdMG4iig02mzsrrKIC8pCksQhHhjKLOMIAzxqmpBXbt2DXmZIVHESUJuDN1unyzLGPT6IOWwvSrAWoctS8IgRCmBBJAxh08sktqSKJIEQrB58xrqjXGOHV9gtd3DeU+jUafRqJFnGf20h5KaIAhJ0/y0UPPenp515/EICdYV4CVaB3gnsEPX4DgIqplfw0+EUhqHRSlVtUZZU7VSCRBSYUwJsnJbjqII56qWL4eozCq8R0kBw3lfOtAgqIRuUVaGGLKaTeasw1hbzQ3zlRCCSuxYU1UFeCmq1peq2w68BC+rrD8QKEXpclxpEULihu00zgukeGpzJkcY4WzDKLj83MdI74z0zpmmdyy7R3rnOa53Rrwz4p0zj3fciHee47wzwghnGkbB5acHZ0SA2fmqTcQNM43OO1rNJte84GqOHHoIhUMrQaORoEtL2e9TmhxfWLw3BISYwtDpd2g06wyWuyTxMCNL5c5qSlhc6GKdodctWTixypENJ7jg/PMJwxqb16/BC4tS4K3HGYMSnlA6zGCJXfffxfXXv4LdDx3k27d8h4vOOYfJRo25qTHiVh2yFs6U+LEELySzs03mZueYm5rEZ21OnTxJWeTMTk9z7vYLcSrC5TnN5iRpZnnpS15EECuMMSzMLxBpTatZZ8PcLF/92udZXpgnHwyQAur1Gt1ulwu2XYAKAloH2tz74C6Ozx/m1KkjBM0WcTBBa3wNQa0kbS8RhxpbpHhbMtFsIYTElh7rHatLC+T9Ns6WZOkAk2XY0mCtwTtHaUp6/T46CCmKAuuqG25pHUWRI6VEK413DgTkeU5pSsIwYNDL6PR61Q1ZV1nwIAqIgoj1W85heu0aZmYm2bR5E1Ozs+g4Ympmjv179zLo91lYXGB6ahwhIYoiFpZWGAwyklpCEgXoQBKEmpXuKkktQanqJh9GAXlZUJoCHQRoHdAfpIRJhFACh8NZhxpt4SkAAEXwSURBVA41URKDc3S7PVSnx/ETx6nXI6TWzM1uIK7VeXDvXtrtPmGYIPEIpSiMAakojaHwtjJyCCSlKbFWoLXCOEOgNVJKlBIorwCBNTlm6ISNDrCyykZ775FagxdYWwmnMAjQWlEaC1IP58pacJWoEuL0AKOqrUv4Yfbe4y0kQYwfZuOtcYA//Zl72GHZGXfa+MPz8P7E0Oi4ahkzxhMOzSycMzhrq7lhgFcagSTQktJYrDE4W7WiPfL4RhhhhBHOZoz0zkjvjPTOSO883Rjxzoh3Rrwz4p0RRhhhhKcDZ0SA2XuPjhI8jrwokULRaDSZnz+JsxYpqnlKjVqNstcDXw3Ul1JgjCftZxRZzsT4BEJ4Ws06CEGnMwAJQmk6nUFF7NLTagpqrYC86LDnoXs5cPgAUxOzKA21+hjOSawXrF2znkkhuOv2W1g3s4aJ6UnuePBBnIM8zQiaCa04ocjbTNYkad+QtEIGaUa+Mk84Ucf2BFmeY0rDYDAgqdU5cvAQKM1sq4ZzGWXRZ/ed36TRqiGURCnN0kqb/liLWDte/cpXcOLIEb5z660IIYiiiCiKuPOuu/F45ldyFk4ew+QZZZax6fwLiaIJBkVGHEdQpiwunMDlA0IhyBE0Gk2UVCycmKfXWSSJNEpAoBUGUFqdNmkoraMcpEiZk5eGMIpwDgaDAQhJUVisqlKuYaCJogghIM8yAh1inad0hlhXLV1JLUaFCTLQOO8RSpOXJSoICKKYWqNOGIUsnDhOnvdotmoEOqAwhizP0WFQue4iq5s2BiEACUVZDN17HXmZIwtFmqUktRpCSlRYtUZ5HEktYmZuFqTCGItxcOLkAt1ul1qrwdzaGYzx7DtwkG4/BaWxOKRUFGVJlmU456vrocjwQJLEQ9diR2EMcRQSBFXrknNDp2DnwIHWEmE9WgqcqeZpeVH97Y2xUMlFwFdiQ1YtdMaU1Swv5xCiap+q5ncJpANjDUqBUgohVGVgAQgpAUFZlkPxWglVJSo3ZO8ZtqTJ6nXjEcJVf9hh65fznkhXc9WytMDbyp9ZRBIxNKyQQmK9GbbJ+aqFbIQRRhhhhJHeGemdkd4Z6Z2nHSPeGfHOiHdGvDPCCCOM8HTgjAgwO+cpSkNZ5OR5gdYhvV6PFeUZb9QQeNI0RypNkZcEQUQxdI9tNsdpr3ZQUleD/IVnZak9JHaYmZliMOiiVcTS0iq2dGSZwrmCskyZmh5nolHn3p23o7Rk69ateDPApRnrN13Ccq+Hx7Np80aktLiyz9R4nW9982tcdfllOCxeCSQObw393oB6o0USx+zdfxThDZGq3HyLokCHMV5qnJA46+h1uyycPIkzG5F+BqkDTp06xd13383UzDhT05MorbGlYXZ2lhMnTpBmOf1Byr333kecBCx1UpZ7A1qtcXAlp+bnkbqDSkJ0VKPd6TM5NUvZX6W3ukR7dYWV1RXipEYYCJJA0lleRHiDLcuh23llTmBKg1KaLMtQOsBYQxAEeF9lgV1lao7SmnTQRymJ9556LcE5S5pmRFFMkWcEYVDd+D1YXOW06/3wJj+8IQ8dSMvSkOUZjdoY8/OnCHTA8spqta31OC2oJSGlLcEaClMQE5EO+gRBQBAGkHrAkSQxURjR7fYQw1anRrNOHIVMTU2hg5ClxWVAMkgzNm7eRKNVpzfocOLkYiXGlcJZT5bnp1uRpBDgRdVyJaoqDmMNcRISRsHQbkJULVXOVoLAGnCVSPFeABbvLEJWFohyaBpROSVXZhLeg9KSQEc4D9YYoijClIZyaAgWhiFlWeK9RwhRtV95jxIaHYRkeQZOYK3BuYfNJaptDbYynfCVMcjDmXAxbL+qfl3xXXElq+eVBFNU57CkrH5mtQO0DqgMRipX2BFGGGGEEUZ6Z6R3RnpnpHeefox4Z8Q7I94Z8c4II4wwwtOBMyLALEQ1Cyn3OWVp8E6SqZyegrF6jSCMkFKRZlmV0e1nyCjCC0G3k9LrZUgpyLKCfr9Hu91GKcXc3Bq00oy1mgzSgkBrtJJoGVazwzoGY7ocObnAPnWIMFR869s3MzleY9PaOVQ8Rq/IiZtNMlPwzW98jUg7lE8pyj4Hjx/FKkVzbBJrcmpxzKluiuwbxsfGOXxyhdmpFhdtmqUsS2q1Gnv27OXk0jIqCCux5hxpmrP/6AJx3ECHCZ1uB49hJT3BfQ/uoUwHTE2Ms3XLFiYnp0jqCYM0I1CaJEk4ceoh2isrOFPQGDuECzW11gytxgxj4+NIC8vzxxkMckrjaLaaJElCmhf0VrsoHKFWpIOUPMuQQpCXRTVfSivkwzdSa3DOkRc5zlazuJQe3tS1RAW6ynxrRY0atVoDhCTNMrwQ9AYDlBToIEd6gUdUrUdU5846i7Ueayxaa+IwIM1ypFTEkSOOEzq9AQiPcwIdRAzyDs474jgcmjdUGWdrLcYYojBEq6rdyFqDKypRp6SgFscsr6zQXl7BWYMQGge0xsfo9NrMLyxQllX2GuGozIsfFgwSa6mMQmyVzQ+jgFo9rrLpWlMWBWVpK1MGUyKFGAoOMRQn1bE8LAzE0B3ZGoOSAiGhGr3lh8YVlTiqJQlpnlGWZmgWUc0Qk1IivR8KLIfzvmqtMwaBrP4uw/Ys5/zQfdieFrAVfDXHjIcFTtV65RGVAhLD2WBUbWOIqlLAmOpYtNIYXwkpIQVoRrPBRhhhhBGGGOmdkd4Z6Z2R3nm6MeKdEe+MeGfEOyOMMMIITwfOiAAzUGVVramye0pV7TTW0+33CYsCvCfPc4RQDHoppp8jA4WQlWiy1tLp9yiKkkAnCARaRsPB++OUq4t4pwE7NK1wpGmf3qCgtI7cdhHCUh9v0mwlHD15ggOHPsNSe5U4adBeXqZWi5lZM43wjrl1U3TyDiKM8O2SRj1BKYX3OcaVCFVHasOGjWsQWrI4f5K52VkuufRiLkRy6+130un2AUnuLI0oILMFzaBOXE9Ys26G1ljCzvvvwoYBOgg5fOQo1hmW9j/EYDBgcnySyYkprIU4jtHSYco2oXIcP3KARmsSb6DebOHKHF9muDIjUOC9I1KCWhxgXE6jnmBMTllqpIBarYYxhjzPMNZVN2prwFoKaylN5cjsnCMcuj4776t0K4JOr8vk+AQTk1Pofo/+wgLeueqG7IbzphA4L1Ba02g2WW23gWpGVhAERFFMp90miiI8ng2b1tNNe1gHWmpAEgQhCI/SAUlcw1pHWeSVM7AURKEm0Gr4FVA6V82tMpYoDAiUxhrD2NgYeWFY6rTprqZkRY7zijgKybIcoRVKBwjkUJx5rD3txADCEycRtVoM3oF3CDw4j7MWZ+ww+07l0Ow8pTUo4ZCqEmyViLJV9pph1n4oRB42l1BSYpzDmqo2QTg/dBhW1Xw9ITHG4H0lrDyiOsShYHH24cx5JTqruV9Va5WQAh1oxHAemBRiqMsqJ2OlKqdl5zytZqOqDCEn7Q8q8wqlMM7ih4l0DzDs/BphhBFGGKHCSO+M9M5I74z0ztONEe+MeGfEOyPeGWGEEUb4UeOMCDB77zGl4f9v701jbMuu+77f2sM55w41vHpTP3Y3m825SVGSFYuxaVsIBAPxBMuB4cRxBgcx4nxIkAQJENgxkAGGPzhIHH0JAitxICOJYxiOpchChJYoR7JsmCKtiWKT7Ca7m81+Y83DvfcMe8qHfaq6qVBks9ldr6q4f0Chqm7d4axzT/3P/56111pK6bPSnhQTWhvarifGgLW5H5F3jhgiR4sF9WSCtprJdELbdjkTrA0pCH3Xs/1gh6quuHZ9xtbWDZxbMZtPmM0txiiuyYQUoVt5FntLQkq4PrC7e8SstuxsH9P7Hq2OOG4mzNZn3N/fpq4UE1sRRMAZoq0YBsXhkSAqDxd4+dUXmDdTXn5VMdMNq8Ux1hhm8zmbm2tsrE3Z3d0lhsSkblhrLKvVkq25JkwbHr3+CvuPNAbBxcTRyYL93V2q2rK2vo6guba5Rd8PuXwsBbo2sP3gEUHd4/aT72diKw7397BWY6zOfaVCotaa2liOFwcsDo9pLIQQMNYiOveSUkpw3pFiJMaI944QcxkXIWGtpu8dAmyubTB4f1Y6pFR+jr2DA564fZvpfMZau8be3i5t2zGZzNAWQIPOJ9WQyPs/hlyelCLKKExlESVEPIPvuHFri53tParaslyuMBKJ5NKvGBNrszWWIrgYqIcqn7yDB10x9ANoTV3VkCLTZsLt20+wWi5JwbN/uM/uwR5h7I3lfMRWlqaqcGEsk0qRGLPpSSmXZgFopUgp4pyDGBliRKWxbxYpZ+VTyiVgKeK8xwePMoqYIjHmzLePAaPzlGMN+OjRRpOSoHU2LM6HnDV3HgVjdj2OxibiXd4fKeaGXqcTk5Pk7HjuqRdwzo/uRPLQjspkc3M6nCKG/HdRIIooYG1FXRuU0oQQES2gBWsqUko5cy/jw1Ie5JJColAoFArF7xS/U/xO8TvnT9GdojtFd4ruFAqFwnlwIS4wiygm8xn7+3tZqGNCK01TW+bThphyP6iUIj56oihCTKzalilTlCiM1gz9gIilmUzouh7nAz4MrF/LAn/rzg1ED6zNJwTn2ds9pGkmLFZHuORyeUsIdCvP6miJNTOeuHMH28DiZMEQHJWqEVWxHDPy2hpiNVBVlvl8Bownh8mUIXhWfU/vetyq5aA+woevMZ3POTo8xPcdkhQuCgc7eyQCKnpOjo/YfnAPFzyR3EeLFGimFZDY399l6Hq0CEobtBYWxydM6gpjAzp61mfTnBENkf1H2xAd2w9f5+Rwl73Viiqp0cz0EKDrWkJKeDfghgEl5H3atgTvx7KqiK0MVW3oBwfK452n7Vp8CIQQGIYBUQqjFClEHm4/wtjT6b6aVddjlivmdoLS+vQAeONkqTQxJRbLJf3gaZopw+BoGsukaajrCUf7J3RtCzEx39qgXS3zY0U4WZwQk8dajVVCZfS4KqPFaAGtcynVEKhtTWUsbYLeeXb2DhhcoBt6xvQyUWUjEc7KkSCni3PZVSKhTC7bssaQQswlTSl/T0RUTBilsvFRmlXf47xHW4uSnN1OIgQf8WPJ2SBgRBFSRIc81EPG/lyQsmmRPOV4cJ6YWkKMhJiwtiLGXJ4mKbC5ucZ0NuPkeJH76GkZM+8gYy83rQVrDDHFcRBFzuYLQkqB4DwSBa3y45ZdiyDUdYX3jrX5Gqvliq7rcOPqgNPsfBzLxQqFQuF7neJ3it8pfqf4nfOm6E7RnaI7RXcKhULhPLgQF5i1NqxtbrC9t4cLYJTQVDVrswojgq2muN4TgkO0pp6soVqHdz3DENjb3SfFnuATxiqUjtSTGtc7BI0bYLa+RpQVtmro+57dhzukKMynNTdv386Zz2BoVx1Hh9soZTBW6LoFnU+sb6wRQmC5XJGGxKNHuwQPG+vrtDYgRnFwcILShrX5GrNmgtUV2492mKoKjXD/4Tbu9fuYsefV0Dv6fqCpp7RDj1LwlVdeZdUu6d1A7x0+Bnx0rM+ndH1LXVnqSrO5foNn3/cB2q7n4KUv09SKmAaM8ayWD3j1aw16do2oaozWeO+Yz6e0i8jh0TZt76maBpc8XvIQguA90TmMyv2mXAiE6DE2950KMYEobN2gjCWSGGIEEWLKJUSJ3DPKaA0x0bUrbLWG0tn49N6xe3DE9NoNRCnU2NOqrmvqqsJqk1dHpGyCum5g1a7wfuDWzZvcunmH+WTO9mIHJBsx7y1K58EW3dBhrKaqNE8/dQdJihACGxtzusHRuwjk4RaTyYxp0xDnc44XSxarHh+EECAFh7WG6MmGJEbEKIzNpWkiAdf7HJdRxOAZOjmLJTHuk8rkYxZFdJEkik5ynzplLRIjShtCSkRJIOBDXs2gjUGS5OonBcoFlAbXu3HqNGidM/N+GIC8QiIBVVUDAjHxzLNPcX1rk+2H+7zUdWgNda2JPpdJrroVSjEOpshDRQCUGBjLxlKMkMBJrs6ztcFHRy3C5sY6W1tbvN61OfZ+NI6AFqHMNi4UCoVM8TvF7xS/U/zOeVN0p+hO0Z2iO4VCoXAeXIgLzCLCfG2OsjVRWgK5R5ExGouisQaJEGJFHwdEK5rJHLO+gUQ4Otojxdx0/7QkpWoqRCAMKfdiCoCqCC7iuoEPfuA5Hj64hwhoVaE1nCxaYvDjROQeNwxsb58wna2xOulJMaC1YhlW+N7hfaRdLqm25pBgf/cAYyzJwez2lMl0hkoBCZHgApUxoHIJTRJBaU1CCCkSQ0QiHB4eorScDQnw3mGsIiWoqobpbEq3WuKDZ29vhyE4bA3Xb27k0iKJ+NDRtcc8evg6d977QYYOlFSsrd3CasWG0XR72xwdHZJiYtkPKMnThZVSiEDbtgDUdUMMHmU0KUS6vifGSNM0uWxJIIzlXTkTC96NgxbGUp48Gdkwm81p230SkRTz0IU8LTdnd40xY1+r09KhSFVVtH3L4ckJ9x4+ZDKbo4zCRc/6+jxP1nWexlQopZjOZogkKqv5F3/fD/PCb38RhbBctXRdh7I1IQbqpmY6mxBipO8HFsslw+DonEMbS1XXnPb8QrIp0NrkwQwK6nF6cS6J04gohn6g7we8CygtVJXBKo2kRN87vAskpVBVBS6vSiBEvORMtDUGRPKQCZXLx4KPVMZQGbKZiikb0NNmX2Sj6b0fpwu/eQqxQUlkc32Np558ksP9BU1VsbY2ZbE4JipoXY9I5MaNm3jvOTo6IoQEScbsel7RMrYTy2WW3p1W3OH8QFVV7O3tMZk0HB+d5KnP5PvmUsaSWS8UCgUofqf4neJ3it85f4ruFN0pulN0p1AoFM6DC3GBGVIuZdGW2fomtc7lV1YrZrbCGM3QDuMQ2KzAs/Vr2MpAFLq+pWsDJEGZ3AdrOq3oVKL1jrqp0arCJ8Vq0XLn9lP8a//qn+KXf/nTfOnLL/Dg3gPW5hMEw7WNdXxYMZ1MsetTut6xMbvG3Xt3aeoKbXOmcXNzk739fRbtEr3Q3Lh5neAjQzewv7OPuIjcvomShFWK6D0pRhIQxn5N3eDyHFmVezPlUioYQmAynbBsW6yx43CHPLRg6B3KWJarJcfHR8zX16jrKcPJCcELSMLqikllkTRgY8vx9stM7Dq2mROCppqucbz3CFXVKOcxOpdcxZhPwH0/oLVmGByQ+02F6IF8kj3rASaCtRXDmNVVp9N5TwcReM9kOmVtfY3Dw0NSIj+vy6+Tu2aBjGVdIcSzx+eJ15rg43h+V9x/8JCqqtnc3EKU4LxncPkL6ajrmkkzIUbPrdtPMJ2uIaLxPmCVsHntGifLFUop1jbmTCZ5qEU47bOlVJ5kDLhxGnHTVHkgg8n9yrLbEaKPNE3uW2Yri7UVKcXRtAWCy+ZEi0ML2Koi4HLRV0pYk/dvSHkYR4y5bEuPpielXF4VIgw+kFI/lrql8X6KpEHpvHIgjseWJMbseH4/lLHcvHGTjz/3HMvjjq+/+nVm0wlKIpNmxqt3X6OuK05OjgHOjCjjioRcKpb7hZESkhIKIcZAbSvqSYMbHPNZLt2KMY1lW6cmKVAqtwqFQuGU4neK3yl+p/id86boTtGdojtFdwqFQuHd59teYBaRBvjHQD3e/++nlP4rEfmvgX8P2Bnv+l+klP6f8TF/GfgLQAD+o5TS89/uddq2JaFRGrQxVJVFqYCShDGKurIMvieGBGIwpkIbS3ARa2u6dkEUmE4moARlFNNZQ/CJwffYpiF6IQSFkprDwxM2Ntb56Ec/TNNMuHlzi3bZ8Ynv+zj/+Ff+EV3b064S1tTs7uwhKIytEAVtv+TGbMJ1vcXxyXHujTUMNFVFv2ppqor3PvUkTz95hxQDDx7cpx8GlFLEBHjPaizdUghKK1TI1S7BBZwfGLyHsWwnhEjTTDg6PiHFyHTSYKuKqqno+p4QOkIIKIHKaggt2w9e5t7De3zli78K3ZKn3/NhPvqJ389+qtnZH0AbkrIorZnNDClF9NgnChiz3bBaLQkhMJvNUErR9/14UouI6PFEmUuhrDXj49OYIY+IUiwWC5qmIYTI+pri+GSFKPVGeY821PUEOKTve0IIBB9wzo29qRKVrVACO4+2UcDafM7R8TFbG5tsbGyQUmJ9fY2qtsSU2N7eZW3tLsZWKMmDMYytUEoTY2QyaTDWEsnG4mSxoB8clbVjyVrMJWze59UXWiHkDLYSwceAUhpbabwf8OP9ZvOGlKBre0JMeOcwdZXNwDjUIYSAQqi10CeN8+OwiJT7owXviZHR6CiUNogWhhCJIdAPAykJRhtikrPH5s8E+ecQIsYkiLC3t4f3YZyAnFgsFlirWC4XzNemuUzPBbquHx9nSTERY34uEUjkFQYiIJIQIDjPol+xtrbOta3r7O8djpOr5Q0zlkDJdz7e+Lx0p1AoFE4pfqf4neJ3it85T79znl6n6E7RnaI7RXfOW3cKhcL3Hm9lBXMP/GhKaSEiFvgnIvJz49/+h5TSf/fmO4vIx4A/C3wceA/waRH5cErpd28RJCCi0NpikqayGmMUJicSiTGQUiSEPFlWlMZFsFojQUhKSKIgQVVPsLXGx4FZ0+AmCW00IcWzKa87O7u8/PIrXN/aZDKpeOL2U3z4w8/yK7/0K3zkQx/iq1/5El975dfoeoWtLEpHEnm4wnQy5eD4kHv37jFfm3Lr9i0shpQCIXg21tfwvaNrlxwe7OXhAEM+kYWYGAbHEEIe3pDIAwX8QGPzCXsYevq+x9i8umDoB8BiTAAUIXqOFyesrc2pTQXi6fsOELQRjFa4fsHQDYht2N9fUCvNo0cvs3XjNnZ6DXygWy6Jg2dtbRNRkWEYzrLJVVUB+eTZdV3uU6U1bduitcZam4dMiBCCzwMHnMOY+ZidFvq+w1p7VpKllEIrRW0tzsezlQTDuLrg1HA1zWR8fE/b5ZUFpAhRMZk23Lp9g9u3b/Hw4TaHh0d0fc/afIo1lmbSABCDZ3d3jy+88CWe+8hHuL51jWZiENG4RYv3nmtb13Mmvp4ynfX0g8uGayw30zqbzn7oMUbnIRNjbN4H8vCGRPA+lw0qBcnjvUMEjFUMfcL7RJcGgsrPLUpQQG0tYRjoxn+L02EPSiliTHifS/lSgrbr0UrwMaJIRMnZc2IApfNxPZqLlDgrt0ox3/e1r9/l7/+Dn2Z9fo35fJ3t7XvYSgGKIQwkhGEYRnNkskmThNK5BCzGAClhtKKpK5RK4zRnUEqzXK545eVXWa06vMvGN47bnlIiqfQWZOYx6E6hUCh8I8XvFL9T/E7xO+fpd87H6xTdKbpTdKfoznnrTqFQ+J7k215gTvmMtBh/tePXt1KyHwP+bkqpB14Vka8CnwT+2e/2AKUU1lSQQCXBKIVWufeRGoU4xEgSwYc4ZvvkLOtqqwkbm9eRBHU9o2os9QQ21mY0dY+LdixtyWU1bdvx+d/6PJ/6/T/ER5/7OPuHC27euM1zz32c99x5gn/hh36Q3/j138Y5j/c9hICIGg2JwShD8JG6mrC5tkFta/quZTppmE4m+N6xPDnmtddeY2Njg7bPPaCCz5nmMAxAIoaIUZoQPEN640RTVRVN0+BDIIZI2/b0vSMln2tzSBg70PUOrTRK1YQIPsBqFdBamFRTXEwYZUlK6IcTXvval7l150Osz2akjTWG5RJJAcSgtGFYLbFGU9cVwQcqnScDV1WFc47VapW3y/uxtGs4m1qcxoyxIGclXNZaQgzj79kABR+o6wohoXV+rZhyJr7rOwbvc/Y7RUKMqOCp65rgPc7nUiIfApPpFFGG/YMjjFHY9eqsrKyuG7TJBstYS1VVY6Y3G88QE8Hnfl0H+w94tL2bs+AhnPU08yGiUYS83oOqqnHOkzx5dQQK53K5YAyJEHoikbrWiM7HptYa5wZiiHiJiCjiuB9AkdAIEaVyxl0JKIEkQlVZvM/7NGfj84RpW+X+ckoE7z2k0/5d3/gvKaKyoRRhf/8QYys++cOf4OGjfVxMDG2f3xfJKzvOSsVCZDar83AL54hjtr62NTduXsdazcH+bhYPo+kHR9c5SIKIBsJYapcz8XljvvMLzOehO4VCofBmit8pfqf4neJ3ztPvnJfXKbpTdKfoTtGdU8pnrEKh8G7ylnowS1a0XwM+CPyPKaVfFZE/CvyHIvJvA/8c+M9SSgfAk8Bn3vTwu+Nt35KEQARJuWRGASEGMAofI4l8wsuamhBJpBQgRaqqyX2uUGg9AcYJu3bGpKnoTjpQ5Cmw3iHRUVUNmxs32Ns94eikw+gpTT3j+OiY3/rNX2dzc06MLZFI27UoUcQQOD48yUMWBOKQ2Ns54L3vfS8f/sSH6PuObtXywY+/n0cP73P366+Nk3lzPM55EFAiucdSyieH4D2i8gk2htyny1qbe4nFiI+gdAIixipCglXbwzj8wRhBa5tLrdpswIxSdF0HSWhMhWZg6A+pa0236kjaMtnYZNU6ptM5IQaMUaxWC9q2xfU9McD62hony+VoKOqznl1aa/p+IMSAKIW1lspaKmM5XuQ+VkprjLUoOZ2cm1dJaJ1XAYhiHLCQS6VCTAiSM/lKUzc1Mma0J9Mpi8UJx4sFURIHB0ccL5bU1tD1PXJyws0b14FE00xAFCKa6XSGNhprK1ZtXgFgbYUSxc7OHvcfPGBnd4/9gwNiSCgNxhjimJSV0Qi5cXUECCppXAgYbTFKMzhPGHLmXEmkajQpghs8PpBNXhKUiigleMAHB+OKBUkJZfRYeSV4N3DqHZQoRGWzFcm9ycxp9jvlzP2bTU82oHkVilYRH3LPseHefX7u+efZ3z2gHxzWKqpmwjAMtG2fpxePTuXGjRtYa+j7juWyY7VccOfObf7QH/oDHB7u88Jv//ZZP7jaB7RuiUHougFjNW4sb2uahtVyxbf2LL8756E7hUKh8GaK3yl+p/id4nfO0++cl9cpulN0p+hO0Z1TymesQqHwbvGWLjCPJRA/KCKbwE+JyPcB/xPwV8mq9leB/x74d3kjn/YNT/E7bxCRvwj8RciN+du2I0aXS0TktN29xhHwg6ftWgbncYGcnVSCEUWQ3PNIBBQapRWz+QxtYG/vhBgSkdx0ScahD7PpFFGarht4+eVXqCZzfIz4GNndfcSnPvnD3Lxxh53dQ/quZXvviDt37vCZz/5z2taDWBBP13ZsXdvKQyf6wGuvfp1r62scHRyyXCwRlTOVKSl8ShgYM6VjeY0IlTXjtFiN0QpdVUyaZuzFJNRVhUkR5xxVXWFrm3tDAcPQAwnnwWiXT9wiJPKkYWM0PvR5v0RhvZnQL49BVUzn1+hXC4yKLI4PqKyhTQnvPHEsRUrRE72nMoqEYnBuNGUzRBTWGkIXSCn3iiLl4RKz6YzD4yNEKaq6IoV8wnYuT/iNKJRoSIxTqXPTKa0Nzg1Ya3KJk1LUVcXJyYKTfgkk2q7n+o3rXNvS7OweoHIqmrZt6fue6XTGbDZHiaKpbd6nWkMS+sFxsjhhY2Mtl+Sp/Jq5RK0nke/TNDVaaWIMeB9JESD3Z+t6R98POB/zFOKUSFFyLERcnw3EMDiciyTRkCJaKSwWbWui5FIpJSCSB1YoY/NxEQLehfwPIIpERCtztj0xJFJMYx+3vM+z75GxhEsgRWJwYDQooZ7WrM1nbG8/ZHmyGt8vYWNtk6PDE1xMJCAmj7GK97//WT784Q9w795dvvTCl5nPGj70oQ9SVTUf+tCH+f5PfD8PHz4gpcSt27fZebTPb/3GF/j8F15giC5vVExEH5CUt/Xt8G7rTqFQKPxOit8pfqf4neJ3ztPvvBuaU3Sn6E7RnaI7j1t3CoXC9yZv6QLzKSmlQxH5JeCPvLk/j4j8z8DPjr/eBZ5+08OeAu5/k+f6CeAnACbTaVqtVhwc7SE+0rCJXJuhtMUTGXzE+YGYhIAhiZC8o18FomggImJzv6YU6IeW1OdSnNMSFhGVzZEoQhIGF9jZ2ePmzZvYusK5nt57bm7WXLvxJMtV4D1PPcWDV7/OCy+8xFNP3eGZ9z3NV79yF6U1bpyGe33rOiEGHj14SL/qsFtbvPLKV+naJd47vPO4kFBK42LEOZ9Ld5Q+K0cipryKICSUVvkUlkArNZ7gAkYrUIq+d/iY6LsOWxn6bsjlYBoUQjWpGc+aiAh1ZdFKMGpCu1ih9A7Xbz/FauWREAjdiqFfEVzO5MeYz6Qh5FUL2ihccGhjmZicUYc8jOG0AdTpvpDoWJuvMTiHsZbBDXRtx3w2Jaa8MiCcxiqKECJKwFiDtTWQpzy7oaeZ1AytZRg8XefwLvciWy5ajo+WPPHEbebThtWyPRso4YOnqmuMMUyahvlsgjGK4AMxCf0wEIJj6/oWdWMRBFvVdN1ACHmVQ0RwLq8yODUWowel7YZsvn0khETwgXF+BlqpsZwq4sKQM9wxguQZzqLy5G20yeVeyeEGR0oOpc1ocvJAh5jkzCzG5FFaY7XNBiUGUgqkkHt/CadTotNZZl6JoFNkWmliSDz7xBN83yc+xuc+++u83nUkDAnh5HiJdx1Gg49xPOYM16/dYHP9Oovjjs3Na1R1xRO379C2PVoZnnzP0wQXsMbw9DPP0h2+gHIJHYXkEz4IBCH0Hq2ESdNweNJ+J1JzLroj8jZ6dxQKhd+Vuq7p+/7sd2stxhja9u3//z8uit8pfqf4ncvid+zv8Ds/wGd/9fPc7V65VH7nndScojtFd4runPfnrOf47K/+Bncv2eesd1N3yuesQuHdR3i7teLvHt/2ArOI3ATcKEAT4A8Df11E7qSUHox3+1eAL4w//wzwd0Tkb5AbwX8I+Oy3fA1yhtU7RxwGvJ+gJCEoFONgAsnifnoucs7jg6eezhBgOpky9A4fAn3Xj9uuxr5EBklqLPcCNwx451iuWp555hmQgOsHrm1sMJspUnTcvHkLL8Lu/W3e/8EPMl+bcdtfZ/fhPqIUJyc9vu/Y3FjH1BUpBCCyu7fHwf4edZUHLiitSX4YM7i5txXkEhtjcgZZK4MShVIK73PJkFLZWIQQSZJAFF3b0Q8ul0SZhmEYyOfHiDGGZtIgAoNzVCphjcF7QYsFAjENDP2Krl3StS1hWCJWmFabKAVpuaCpTO5D5cHHhHcDylRn5Voi+iyTLqO5GgMiCbmkR8AaQ9t3pBhx3hNjpK7t+Hc9vu85e55LuDz90J9lhxcnC3Z2djDG0rsBSbncbblasVy1hJBYX7+WM80k6qammUxophNiSrjgWd/cQBtDIuF9nrZbVRUbGxtUVcXQDflY8Nm4RUCJxg0O59LYfy5nhrU29O3qbPAE6fR9BKUEUXlfSErENBoeyYMhlNK5XE8YpyDrs151iCLE/F0Yh0qM5iWJQiWTM/iiEQJK555yMeaJyMqQy65iOjO6VhSEwMQYLEK3s8c/+4VfZLEamBhL6wI+BY6OD7E6IEoTQyDERNt5fuZn/iHWVLnfnHeIEj7/m1/OhgphUlcooKksSiI1gUYJH74x496e51E7MKT8Puac9zdLfD9+3SkUCu8cIsIP/MAP8LnPfY4/82f+DD//8z/Pj/zIj9A0DT/1Uz91NvH8u6WqKv70n/7T/PRP//TZhetPfepTfPKTn+Rv/s2/+V1dzC5+p/id4ncum98xBPcDNOZlVt0fZ/non/KLr2tOVj/ExD5i5RaE5L9rv1NXM9rhT7BV/UMmuuPDN2a8sv3DrBYfR6m/BdK+Lb9zXl6n6E7RnaI77+znrOAcjTGsupblox1+8fXXOVkNTGzNynlCiu+A7ljaoWerUky0jLozsFo4lDJv+3NW+YxVKFxOtAghJTabCSd9R61zn/eV8+/o68wrw3LwZxeu63EAaxfe2lzPt7KC+Q7wt8dePQr4eymlnxWR/01EfpDsQ74G/PsAKaUXROTvAV8EPPAfvJUpo2mcyKoFjE55gqowZiGz0CttyF4mm6A8UTYRg2N5fEz+Yz4JpRhBIogmRZ+nuEpEq9ybqu2X3H1wj+s3rrO1uZ5Lo6wlRQeAC5H94xMimvc9+36+//s/ypdeeIHdB7v0/UB0C9bWNrh+7Rpm2jBtGh7c13zh8/eIMeaMOQFr7dlQBGtzyZaIEEIuORsnGSAqW4k0TmF2gxtPnvlkKApOFkuWyxVJFHVTE2NkPp8iEtBa0fcdovLgApF8IvY+91NLOg99mMxq1uZriDIsjjtEhEiFlpyp1UqwOg8CWYQWo+043CCf5GPMZWFhcLkUazQ1iVy21XYt2pq8km3oCYqzYRW5p1oeiKCNHjPZOf48GCRno70PeB9ySdzQjuZBEUNERcWq7fnqy68ynU6Zra1lI1hZFqsl874DFGvra6xWS1CCcz4bRqWwVZXfE1G0q5aDg0NCCNR1zRACQ+/zIAgl43uVD/AQAyGkN7Lt41Yjp/slT/ENaYwxCUrloSmQh2uAIDr3SXPOkfueCZAnGhujERG0MSit8CFxukrC+wByWgoYx5K1/PoiCVTO7tdVhVWa6Bxt1zEgGDVlurbOfKvhtbv36d2AzwWQSKrHci+DUp7pzPDs+55kvjbFOYfzjhA8Kqf50SJUSuOHgdu3bnFyeIIKAzUREcPhqkMdr/JxpfL9z8zxd8a56E6hUHhnSCnx2c/mzxuf/vSnOTk54fnnn8d7zwc/+EEePXrE4eHhd/06zjmef/75b1gpvb6+zqc+9Sl+4id+4rt9+uJ3it8pfuey+R31W3SdRtSniSZwfeOz3FKGV15/H537KpH9d8DvXOdw/7PYpKipEDFMjq/jDz9Jpf/Wd+N3zs3rFN0pulN0553UndyDWxREI1zf2OKWanjl9Xt0biBf3v7uP2cd7h9jkzv7nDU5XuIPj6m0uRS6UygU3jnC2A/+pO8JKbE6TZhKThS/UyuZV85/w3OpsWXWO3aBOaX0eeD3fJPb/61v8Zi/Bvy1t7QF+f50bUcepZowWmG0YPSYdQSQ3G8pBEUSM06DFULwHB/s4l1E65rrt24SQmR3ZxutFE0zwWhBG4WpFPO1GcF5vHMcHBzwK//kn/J9H/som5sz5vMZKfUgsFp17B8cM1+/xkeeeYatrRk3b97g9/zgD/DlL32Zzc0ZP/qjP8p7n/kAn/3NX6Oq1zk5OaHrB2prabs+n+xTLrc5PelnA+Bzn6cYEWvRY1bgdAhDGvtonU6xVRpIibqpcMGxWraslg5jLM45JtN8osxlXEJVGYL31NbS1BVHx8c4HagnNcvVgk3vqZsZymjqpqJrHbsP7469sBxGa9I4Xdh5lycdV3Y0MCqvArCWvu8R8kGnlCKlXGanYmA6nWKNJU+9zUav7zu0NtimAgRjzJkhCiFboJSyAcpGwBDGCcoiKpsuIscnS5TAYrFgc3OdEALDkI3wxsYG1lakFKnrmtVqhXM5m911HbPpBKv12G+uZ2//IJd0JQgxv3beDjnru+VDfKM0Cn2WKM5DH2Q0bRE1Hqqn5vZ0KESMkbFzF0qpsS9YNkYp5f5kpqog5fdeRsOUFwHrsfRQRvOZzZc2GqMNIQZidKSYiMCq7fJ+VUIAvERu3rrO1o0tJFbcOzgmdS2SIpI02lS5N5kWUIr3ve9p/vy/82/wsY99lL5t8SGyXC7z8wePGxyTpmFvd5cbN27w85/+JV784ou8fPcBw+A56Xo6Y3DjCubG5PfyO+U8dKdQKLw77O/vA7kXJsCLL774jj13Suns+U95/vnn+eVf/uXvuhVH8TvF7xS/c1n9TsLrfe7ceobro9+pD77Msl8gybyDfueIl+/uj37nZ6man8PRg5i35XfOy+sU3Sm6U3TnXfqcpeHOretv0p1jln33Ln7OGqiaKW78n73IulMoFN4dQvrGitCY3qlLy6fP942/t2NC963yHfVgfrcQlUs8tDYYDU1TA+Mk2BCJIWK0oW6E1DtOBzPkUqxI8APe5QyyVmMj/TBQVxOqStCmwlqDUkAQYhBEakQqRDQvvvQyR0e7/NiP/UlSTJjGMl/bYN3B1E6488R7CLGlbqYkOSYk+NhHPsJLL72ErSYYY/n0pz/N/u4uRmuqqsJ7T9cNzOdTlFbYyiJjeVYu29L5xO59PslymmFXDEPPsl3mcimrUQm00lRWM53UBOdYLFdoJbSrJVW9TtAxmx5rqaoKLYoUIgI0kxprYQie4eSIa+2SJ+7cZNlPMFaxXO4wnc1JYSC4gWHoCTHhvB+HL0T6vscYTQx5QIKIzhlZpYjBYbRBITjnSCkxDMNZOXRKp8MS1HjiTmfleADGWKq6QhtNGI1PSilPOSaXRPuQ8BLGMixPXRkg0dQVy+UxlTdMp9P8emMpkx96vK+wlWVSTVieLJjN1qibhuWy5fhkwXLVMrg8mTi7DiDJmLQWkpwaoWxCII2TgBlXCTBm2xNKdJ5AnCT/owtnsRqdTa/zbpzwrFEC3o/DU8YBIylG7rznKRarJUdHJ6PdGv9Pxj53aTSGogWJgqQ84CIlIaHQVZ0nSp+ZJ0UzmXP/7g7HxytCEsaEPxLHYRRJoTUsFku+/to9tFS4fiCESNuu8rRkrVksV9x78ICdnR0+8pGPoJSwvrnFq6/t0PqITyBxoAaIQhRLN65WKRQKhXeDlBJt27KxscGf+3N/jp/8yZ+8sH2fi98pfqf4navidyKSFlRpExf+dYL8HbpYdKfoTtGdojvv8uesNFAlcCERpCqfswqFwrlRacUQvnXLwwtxgRlyVnMynVNJZDab55MKp6Uz4zAE7Cj8EFNEi+SyoRjIM4wj3jtiCtRNTWUNdd1gqtw/zHvP4WE2fwpFVSnqSoG13H+4w97+ITfWI5MqD7h49Wtf54Pv+wBV1YDSNLN1XNpmvnGNnf0DvOvY2d3hxRdfgiR0XY/RmkndnJU0DcOANmBsLqc6zbBba7HWMowGIKaUhxOkPJxBKcnZTkkE56kmhrqqSMFTbW0wqSt8CGhr0Vrn1zaa+do6TV1RV5bF8QkI1HVF8I4QE4Jn6E9APJPJBOc9TV3ju9XZY3d3d/C9IwFVZfMU3mwnc1+qFGm7DufCWUzee+q6xiRD3/fEGJk0DUPKwzEgZ5WrqsFHzgwgKWdJum44W3mQUsRaS9PUBKdJCfq+G0/siZgCW1s3WC0XHB8fMZtlA7e3t8eN6zcw0xlNXUMKrM3XzvZ5XVdMp1Oqqmb/4JiDw0PcOJiClMvIhLytMSXUWT48mxyl88AMRDGOPD7LoJ+WJQgqG/OUSJxO9c1/d24Alcvacj9SBwm8H/JxGwNKElVtkVU+zpWSM/NzWo4n40qDECIuppxlknxbtmtCDAEEKhQ31zZ5350nUc7ylS++nIdxEFHKjI8Zt5HEcrnkxRdfZG0+x/WeELIR9t6zsXGNwfW8/PLLvPzqq7zytde4vrHBbLZJVJYogRAFwSDjMIvsEd/ZrFqhUCh8M5577jk2NjYe92Z8W4rfKX6n+J2r43dCeA7iOilCuMB+p+hO0Z2iO1dJdzxELrzuFAqFq4M+7Wn0bbgQF5hTSnnSra5QEpGxcX0u9clT6JfO4RKkmHK3oHyWOZuwmxJIyqVep72o1OnABG3wzuFCpO17pk3FanXE8fHAbL7Ghr6FNYbnf+HT/OE/+H2sP/M0SjRbN24xm62zs7PLy197iYfbOxwcLvAo6ukM3SuubV2jaRoWJwtIgneek5OTsYdWYBh6ZtUk94kKgeADSlQ2PcMA5Gy6Cx4/9LkESCsaXYNEfAhMmilWG/wwUJlsoCZbDQnhZLlksVhijMZay+HREVqE2WTCbDLBB5f7g/l8Mm9q4ejgAa+mxAc/+kMgmpOhY3AOBYQE2lZsbFpma2v0XUf0jqHPRkdrRe4jnnuw9f0wDlTI8anR5FhjEARj8pTjPHgjjX3Esgkx1owrJGTcB2MfMxLOO7TWWK3p+yEPdRj/CpHJpGFjfcakafDBobXg+oHD/X20aOqqInqPpESKiUc7j7hx40Y2HTGwv7/PZDZj6/pNHj3aARnrtHhjlQOMfbcYs9qnKwLIq0Hyj2+siDDakFSi6/r8POPTifAN/bGMyasCkmhS8ATviGk0l5LY293l5GTF6YCL04fm76PxjzGXlaXcMyzlG4kx4FYJITKfz+n9wLMfeJYn3nOHg6M27/MWSBEhkmJFTPlDQ1VZbty4zqNHD3n44D6r5YrdgwMkCffv3ef9738/7Wrg4b1tlsc97WKP7YeHzNZ26PySkPz4XIYokSgRPfZXKxQKhXebz3zmM3zmM5953JvxLSl+p/id4neult8R/Wso/TlilAvrd4ruFN0punPVdEehdGScWVgoFArvOiGlsz7Q34oLcYEZyVlkFTVaFBCpK4umAkl0LrcNiyJEsuBrWyFEQnSEs8zjmJWOjlkF9XyKthXe9WPT/sC1a2tZiFVicTzQLQ/QSrNxbZO9/SOOj1ucj3TtEiWeL3/li6S+48bNazx8eJ8UFfP5jOvXNkmu5uWXX2EynWHtcT4BRRCtqStLZTWr1YoQIPhszkJIoCKn04298ww+l7akFHNGNMGkqVE6Z5KtrnCDx7sICMZqwuBIIogoKlvl/mEkhsGRQmDoOmKIzKYTNJGmmSIx0jQVs/mcJ+48iShh8D11U2PNFqI1i5MFCcW0yqZxd2eHvl2wCI6hD0TygIrK5snMwzCgVC7j6oeBpqqZNE0u84qRfujxLhBToKotKUWMtoSx9xiiskkdy75653AuDzsQZDSCuY+W9wEZM/LBOzavb9CMQzjadkVtK1arJU3d4NyQJxi7wO7eHhDxMTC1lrv3H/H63YfsHx7h3BsTs0/NyVm2nPEPp3Ys5f5juSQtvzdEhZCz7EoLhkRPJGmFjNUDcSzrQjRVZTFGgWj8kLC1ySVbwZ+9xvHxAh8iStl829iVLK88EGLKHxZiCnn/iBr9WspGL0W0VtRNRbsY2D/eZ/niks997gsMvieRJyPnPmi5HE4pxXQ65emn3seDB/eIUXNwsKBrc6+8uqm5d/8Bjx7tcHB4RIohd+KRxHJxRIwelQKVTtTTKau2YxjLKd+CDhUKhe+C/GGKcchN4UJT/A5Q/M5V8DsaQ48j6Vj8zkX3O0V3gKI7V0N3yuesS6M7hULhe5ILcYFZyIZGRKO0QqtEcAOTZg46YXQu/+h9FmkElDKk5EnB595TIigJKJXYWqu4c2sDtfkEB/sr9nf3SCk/9zPvfZr7Dx8RekddTUn9Ca49optNmTQ129tHLN/boyTyvmee5Bc+/Y+YAndurvPke25T1w0vffmrxOsTnvvQM5wMlp97/hc4ODjgtAQrIYQYSCiMNfSdww2euq5ICbr+dKDCeGIfpx+f9gtLKWeo1WgCnRsIITH4bJiiAucdp2VsxihiCjiXy5+msykqkQ1HTEyqhso2xJgHSxwdLVm7EZjdqggsGbzHIGxuXkdMA9Ejw4KTwxOaypK8wRpNU9eEkKhqQx0Th8cnECPC6WCE3HCqsgZjLS54QpdP5rW1iHmjt1ZMKZu2qiKmhHfD2HNMqIzFiKZLiRhDLuWqNCk7VrRSLBdL4vVNtNSIQGNzpr6uKkJw+USsK9q2p+06ILB/sAei2dneZ2d3n25wo8H5xjNzSunMBFlb4dww9gZTZ5n1/E1yqVcK5GnG8MyTd/jSS6/A1OBXua+aKEWMECQhSnC+p+8HlOTSwhDyapA8sThPfz41O/n10mmSHaWEelpnnyPCctHBmfHPFs3HRCCwaDtiVKQY6dqBB/e36bs2m51kkNMeZjkilsuWl178KkdHh/jhc2xvb+P8wMbGBrPZnN29fZbLJcOQL2JplU1dCgIpl4FpExE1Dg7xiYg/22eFQuHd4ebNm2ituXv37uPelMK3ofid4neujN95zyf44kuvoabbxe9ccL9TdKfoztXRnSf44kuvosrnrAuvO4XCVeG0SKD8p701LsQF5twjKp+ArLGYceKtc47KWJKPEMENjhR1HlZBGvszRbTk3k9GKaxOPPXELX7vDz3HSs342msPOTo4pG0d2mggD09IEbQxrE02qWpNS8RWNQ+3dzk8XrJ54wbV2hpC5M6t22xtXmN/teLwYJ+ta5tYqxncwDAEVstjTo4Occ5DgnbVotTp62RDFyPjFN9ACJHBeYyxxBjPTNBZvyx54zAOMeCjx4VI7x2iBD9kk8M48dcEhbGWuqrRWpO9oSAp0S1X6OkEayegNMdtT5IJ2jZMZxv4GFkd7OJjQJJjWmmWeHZ3H9INPde3bmC0YjabMp/PWSyXrFYtg3NYLazNZqz6gZgiovIQhNlshjGatu/QGrRY6toiVojOM53mgRynOW0RIcV0VjmVUsQYhXcD87UpdVWxs7vL4DwRiD7SDT3LVUtVW2azGYjgvcdUFm0NKMHHyGK5YD6d0vYtKcHOzi7bO9t5BULKGfLfeSyeZtarquKJJ25x//79XP72TU7gkv3J+CyJj3z4Q3zt9fsMGtI4CDmkeNbXq121xJgHjojWDP1A8H48Bk7LxyDFSJLTgRKnuX/QWvHMM08ynUxou4EvffmrBJ8z5YnxGIqRFCJ9N5DQpKRpqsmYfE+Q8qqFxBulaDFAF3pe+/rrKDktycv7yDnPwcERCQghZoOVP3/k/nRjuV4+1lN+rIvjFl/cktFC4arw4MGDx70JhbdI8TvF71wVv/PRj8x57e4ug1bF7+Q9dGH9TtGdojtXR3c+zGt3H5TPWZdAdwqFq0K5sPydcSEuMJPGkx6JqrJ5Em7MWXQ3DMQQ0ZJLZLJk52m/MQ5U1nDzxjU0BmsFT2BjfcoHnnmalZ7y6MEOMeYTRwyB11+/i/f5RFRZy50711ibWl5+eEQIgaNFx+v3H3H9zpPUtqKxFVZrVicnpOCZzyZce/ImG3PN4FqWq8izT78HiZ79gxOaZsrR0RFaKVRtiJL7aa1WKxhLZKy1nJbOIIyDNcA5T0wBJYz3hUik930u9YmOumpAIDoI3qG0wVY2T6HtegQY2o5raxvM1+Z5AIexDINj0a9wMXL9+i3QhrbtSUDVWPbub7O3/Yi6bvDdCSkNiA4cHu/BEKlsjbaWpmlo2xZJMQ94YGCmGgZ/uu1CSvn+KRmM0Qydp6om9NExX5tDkjx9N3hyMBBjQis9mhGoKsNk2mC0MJ1U3Llzm3v3HtI6P65O6OndcGYWT/uSVVXNbDajbTuOj07wzrGxvoWpDD4Ejo5OODo+PhOKbEiyIXiz6YH8vuzt7b/pME1nBma8BcYceAKcc9y7dxetFUolRBJKZOz7BSnm7UwpIqJw0UEKQMLYcfAIPpcZAuOBcPZaIUbqSnPjxhYbGxs8evRo/Js6u1c8+1+SPGxE4IUvfIVJ0zCdzeiGFqLPZipG4nhM5v5i436QRNt2uaRSEs55vA8onVdGyGhOUwrElNDk9yCGCOTVESEmTpv4CcX5FAqFAlD8TvE7xe8Uv3P+FN0Biu4U3Sm6UygUCu82chHKKkRkB1gCu497W75LbnD5Y4ASx0XjKsTxTErp5uPeiDcjIifAi497O94BrsLxASWOi8ZViKPozrvHVTg+oMRxkbgKMUDRnXeTq3KMXIU4rkIMcHXiKLrz7nEVjpGrEAOUOC4a31R3LsQK5pTSTRH55yml3/u4t+W74SrEACWOi8ZVieMC8uJV2K9X5fgocVwsrkocF5CiOxeIEsfF4SrEcIEpunOBuApxXIUY4OrEcUEpunNBuAoxQInjsqC+/V0KhUKhUCgUCoVCoVAoFAqFQqFQ+P9TLjAXCoVCoVAoFAqFQqFQKBQKhULhbXGRLjD/xOPegHeAqxADlDguGlcljovGVdmvJY6LRYmj8K24Kvu1xHGxuApxXIUYLipXZd+WOC4OVyEGuDpxXESuyr69CnFchRigxHEpuBBD/gqFQqFQKBQKhUKhUCgUCoVCoXD5uEgrmAuFQqFQKBQKhUKhUCgUCoVCoXCJeOwXmEXkj4jIiyLyVRH5S497e74VIvK/isi2iHzhTbdticgviMhXxu/X3vS3vzzG9aKI/MuPZ6u/ERF5WkT+XxH5koi8ICL/8Xj7ZYujEZHPishvjXH8N+PtlyqOU0REi8hviMjPjr9fyjguC0V3zpeiOxcrDiia8zgounO+FN25WHFA0Z3HwWXRnaugOVB056LFAUV3zpvLojlQdOcixXKVNAe+x3UnpfTYvgANvAy8H6iA3wI+9ji36dts748APwR84U23/bfAXxp//kvAXx9//tgYTw08O8apL0AMd4AfGn9eA14at/WyxSHAfPzZAr8K/L7LFseb4vlPgb8D/OxlPK4u01fRnccSQ9GdCxTHuG1Fc853fxfdOf8Yiu5coDjGbSu6c777+9LozlXQnHHbiu5coDjGbSu6c377+tJozri9RXcuSCxXSXPG7fue1Z3HvYL5k8BXU0qvpJQG4O8CP/aYt+l3JaX0j4H933HzjwF/e/z5bwN/6k23/92UUp9SehX4Kjnex0pK6UFK6dfHn0+ALwFPcvniSCmlxfirHb8SlywOABF5CvjjwP/yppsvXRyXiKI750zRnYsVR9Gcx0LRnXOm6M7FiqPozmPh0ujOVdAcKLpz0eIounPuXBrNgaI7FymWq6I5UHTncV9gfhJ4/U2/3x1vu0zcTik9gPzPDdwab7/wsYnI+4DfQ84QXbo4xtKD3wS2gV9IKV3KOIAfB/5zIL7ptssYx2XhKuzDS3t8FN25EHH8OEVzzpursB8v7TFSdOdCxPHjFN05by77frzUx0fRnQsRx49TdOc8uQr78FIfH5dZd66I5sD3uO487gvM8k1uS+e+Fe8OFzo2EZkD/xfwn6SUjr/VXb/JbRcijpRSSCn9IPAU8EkR+b5vcfcLGYeI/AlgO6X0a2/1Id/ktscexyXjKu/DCx1b0Z38FO/Khr1FiuY8Nq7yfrzQsRXdyU/xrmzYW6TozmPjqu7HCx9X0Z38FO/Khr1Fiu48Fq7yPrzwsV123bnsmgNFd+DxX2C+Czz9pt+fAu4/pm15uzwSkTsA4/ft8fYLG5uIWLL4/B8ppX8w3nzp4jglpXQI/BLwR7h8cfwB4E+KyNfIZUQ/KiL/O5cvjsvEVdiHl+74KLoDXIw4iuY8Hq7Cfrx0x0jRHeBixFF05/Fw2ffjpTw+iu4AFyOOojvnz1XYh5fy+LhKunOJNQeK7jz2C8yfAz4kIs+KSAX8WeBnHvM2faf8DPDnx5//PPB/v+n2PysitYg8C3wI+Oxj2L5vQEQE+FvAl1JKf+NNf7pscdwUkc3x5wnwh4Evc8niSCn95ZTSUyml95GP/3+UUvo3uWRxXDKK7pwzRXcuThxFcx4bRXfOmaI7FyeOojuPjcuuO5fu+Ci6c3HiKLrzWLjsmgOX8Pi4CrpzFTQHiu4APPYpg8AfI0+6fBn4K497e77Ntv6fwAPAkbMNfwG4Dvwi8JXx+9ab7v9XxrheBP7o497+cZv+IHnZ/eeB3xy//tgljOP7gd8Y4/gC8F+Ot1+qOH5HTP8Sb0wavbRxXIavojvnHkPRnQsUx5u2rWjO+e7vojvnG0PRnQsUx5u2rejO+e7vS6E7V0Fzxu0qunOB4njTthXdOb99fSk0Z9zWojsXJJarpjnj9n1P6o6MQRUKhUKhUCgUCoVCoVAoFAqFQqHwHfG4W2QUCoVCoVAoFAqFQqFQKBQKhULhklIuMBcKhUKhUCgUCoVCoVAoFAqFQuFtUS4wFwqFQqFQKBQKhUKhUCgUCoVC4W1RLjAXCoVCoVAoFAqFQqFQKBQKhULhbVEuMBcKhUKhUCgUCoVCoVAoFAqFQuFtUS4wFwqFQqFQKBQKhUKhUCgUCoVC4W1RLjAXCoVCoVAoFAqFQqFQKBQKhULhbVEuMBcKhUKhUCgUCoVCoVAoFAqFQuFt8f8BuNMT6oaIF4wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  引入合适的模块\n",
    "import cv2 as cv\n",
    "from skimage import io\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img = io.imread('stop.jpg')\n",
    "#  得到红色主导色部分掩模\n",
    "avg = cv.imread('stop.jpg', 0)  # 1.  得到均值灰度图\n",
    "\n",
    "r = img[:, :, 0]  # 2.  得到红色通道灰度图\n",
    "\n",
    "mask = r > avg * 1.5  # 3.  得到红色主导色掩模  mask(严格系数为1.5)\n",
    "\n",
    "img2 = io.imread('stop.jpg')\n",
    "\n",
    "img2[mask] = [0, 0, 255]  # 红色主导色部分改为蓝色\n",
    "\n",
    "img3 = io.imread('stop.jpg')\n",
    "\n",
    "img3[mask] = [0, 0, 0]  # 只保留非红色主导色部分\n",
    "\n",
    "img4 = io.imread('stop.jpg')\n",
    "\n",
    "img4[r <= avg * 1.5] = [0, 0, 0]  # 只保留红色主导色部分\n",
    "\n",
    "fg, ax = plt.subplots(1, 5, figsize=(20, 4))\n",
    "ax[0].imshow(img)\n",
    "ax[0].set_title('stop.jpg')\n",
    "ax[1].imshow(mask, cmap='gray')\n",
    "ax[1].set_title('mask')\n",
    "ax[2].imshow(img2)\n",
    "ax[2].set_title('red  ->  blue')\n",
    "ax[3].imshow(img3)\n",
    "ax[3].set_title('only  backgroud')\n",
    "ax[4].imshow(img4)\n",
    "ax[4].set_title('only  masked')\n",
    "\n",
    "#  调整子图位置\n",
    "#  以最紧凑模式把plt.show()对应内容保存显示内容到  out.png\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
